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    • Watson Studio, Knowledge Catalog & Machine Learning on IBM Cloud
      • What's new
        • IBM Watson Studio
          • IBM Watson Knowledge Catalog
            • Offering plans
              • Feature matrix
                • About assets
                  • Lineage
                    • Profiles
                      • Previews
                      • Known issues
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                          • IBM Watson APIs
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                              • Keeping your data secure and compliant
                              • Notices
                                • Accessibility
                                • Getting started
                                  • Videos
                                    • Signing up
                                      • Setting up additional account users
                                        • Choosing a tool
                                          • Roles for Watson apps
                                          • Projects
                                            • Creating a project
                                              • Object storage
                                                • Importing a project
                                                • Administering projects
                                                  • Managing collaborators
                                                    • Project collaborator roles
                                                      • Adding associated services
                                                        • Exporting projects
                                                        • Managing assets in projects
                                                          • Environments
                                                            • Default environments
                                                              • Spark environments
                                                                • Data Refinery environments
                                                                  • RStudio environments
                                                                    • Creating environments
                                                                      • Customizing environments
                                                                        • Changing environments
                                                                          • Stopping active runtimes
                                                                            • Runtime usage
                                                                            • Jobs
                                                                              • Adding catalog assets to a project
                                                                                • Leaving a project
                                                                                  • Markdown cheatsheet
                                                                                  • Preparing data
                                                                                    • Adding data to a project
                                                                                      • Adding very large files to a project
                                                                                        • Adding connections to projects
                                                                                          • Connection types
                                                                                            • Controlling access to COS buckets
                                                                                            • Adding data from a connection
                                                                                              • Adding a folder asset from a connection
                                                                                              • Downloading data assets
                                                                                                • Refining data
                                                                                                  • Adding data to Data Refinery
                                                                                                    • Specifying the format of your data
                                                                                                      • Validating your data
                                                                                                        • Visualizing your data
                                                                                                          • Managing Data Refinery flows
                                                                                                            • Copying data from source to target
                                                                                                              • GUI operations
                                                                                                                • dplyr R library support
                                                                                                                  • Updates for Data Refinery July 12
                                                                                                                    • Tutorial: Shape raw data
                                                                                                                    • Data annotation
                                                                                                                      • Annotating data with Figure Eight
                                                                                                                        • Annotating data with DefinedCrowd
                                                                                                                        • Ingesting streaming data
                                                                                                                          • Get started with streams flows
                                                                                                                            • Connections in a streams flow
                                                                                                                              • Creating a connection in a streams flow
                                                                                                                              • Creating a streams flow by using a wizard
                                                                                                                                • Creating a streams flow manually
                                                                                                                                  • Installing Python libraries
                                                                                                                                    • Python model operator
                                                                                                                                      • MQTT (Source and Target) operator
                                                                                                                                        • HTTP operator
                                                                                                                                          • JSON path
                                                                                                                                            • Data types
                                                                                                                                              • Aggregation operator examples
                                                                                                                                                • Buckets, file paths, and partitions in Cloud Object Storage
                                                                                                                                                  • Code operator examples
                                                                                                                                                    • Cloud Function operator
                                                                                                                                                      • Filter operator examples
                                                                                                                                                        • SPSS model operator
                                                                                                                                                          • Event Streams (Source) operator
                                                                                                                                                            • Streams (Source and Target) operators
                                                                                                                                                              • Kafka (Source and Target) operators
                                                                                                                                                              • Importing a streams flow
                                                                                                                                                                • Editing a streams flow
                                                                                                                                                                  • Running a streams flow and monitoring its metrics
                                                                                                                                                                    • Downloading the user log
                                                                                                                                                                      • Downloading streams flow code
                                                                                                                                                                        • Running example streams flow
                                                                                                                                                                          • Data Historian example streams flow
                                                                                                                                                                            • Clickstream example streams flow
                                                                                                                                                                            • Tutorials for streams flows
                                                                                                                                                                              • Tutorial for Data Historian
                                                                                                                                                                                • Tutorial for designing and creating a streams flow
                                                                                                                                                                                  • Tutorial for using a predictive model with streaming data
                                                                                                                                                                                    • Tutorial for metrics
                                                                                                                                                                                    • Troubleshooting a streams flow
                                                                                                                                                                                  • Data science
                                                                                                                                                                                    • Notebooks
                                                                                                                                                                                      • Creating notebooks
                                                                                                                                                                                        • Parts of a notebook
                                                                                                                                                                                          • The Jupyter and notebook environment
                                                                                                                                                                                          • Libraries and scripts
                                                                                                                                                                                            • Installing custom libraries
                                                                                                                                                                                              • Deep learning libraries for notebooks
                                                                                                                                                                                                • Importing scripts into a notebook
                                                                                                                                                                                                • Coding and running notebooks
                                                                                                                                                                                                  • Loading and accessing data in a notebook
                                                                                                                                                                                                    • Manually adding the project token
                                                                                                                                                                                                      • Using project-lib for Python
                                                                                                                                                                                                        • Using Python functions to work with Cloud Object Storage
                                                                                                                                                                                                          • Using project-lib for R
                                                                                                                                                                                                          • Scheduling a notebook
                                                                                                                                                                                                          • SPSS predictive analytics algorithms
                                                                                                                                                                                                            • Data preparation
                                                                                                                                                                                                              • Classification and regression
                                                                                                                                                                                                                • Clustering
                                                                                                                                                                                                                  • Forecasting
                                                                                                                                                                                                                    • Survival analysis
                                                                                                                                                                                                                      • Score
                                                                                                                                                                                                                      • Visualizations in notebooks
                                                                                                                                                                                                                        • Brunel visualizations
                                                                                                                                                                                                                          • SPSS model visualizations
                                                                                                                                                                                                                            • Linear regression
                                                                                                                                                                                                                              • Logistic regression
                                                                                                                                                                                                                                • Random trees
                                                                                                                                                                                                                                  • Predictor importance
                                                                                                                                                                                                                                • Sharing and publishing notebooks
                                                                                                                                                                                                                                  • Sharing notebooks
                                                                                                                                                                                                                                    • Hiding code in a notebook
                                                                                                                                                                                                                                      • Publishing notebooks on GitHub
                                                                                                                                                                                                                                        • Publishing notebooks as a gist
                                                                                                                                                                                                                                      • RStudio
                                                                                                                                                                                                                                        • Analytics Dashboards
                                                                                                                                                                                                                                        • Machine learning & AI models
                                                                                                                                                                                                                                          • Visual Recognition Models
                                                                                                                                                                                                                                            • Image classification with Core ML
                                                                                                                                                                                                                                              • Setting up
                                                                                                                                                                                                                                                • Custom image classification models
                                                                                                                                                                                                                                                  • Preparing images
                                                                                                                                                                                                                                                    • Training
                                                                                                                                                                                                                                                      • Testing
                                                                                                                                                                                                                                                        • Retraining
                                                                                                                                                                                                                                                          • Moving to a new service instance
                                                                                                                                                                                                                                                          • Custom object detection models
                                                                                                                                                                                                                                                            • Preparing images for object detection
                                                                                                                                                                                                                                                              • Training object detection
                                                                                                                                                                                                                                                                • Testing object detection
                                                                                                                                                                                                                                                                • Built-in models
                                                                                                                                                                                                                                                                  • Developing apps
                                                                                                                                                                                                                                                                    • Sample images
                                                                                                                                                                                                                                                                    • Natural Language Classification
                                                                                                                                                                                                                                                                      • Building a classifier
                                                                                                                                                                                                                                                                        • Preparing training data
                                                                                                                                                                                                                                                                          • Training
                                                                                                                                                                                                                                                                            • Testing
                                                                                                                                                                                                                                                                              • Retraining
                                                                                                                                                                                                                                                                              • Notebooks
                                                                                                                                                                                                                                                                                • Developing apps
                                                                                                                                                                                                                                                                                • Machine Learning
                                                                                                                                                                                                                                                                                  • Supported frameworks
                                                                                                                                                                                                                                                                                    • Getting started
                                                                                                                                                                                                                                                                                      • Terminology
                                                                                                                                                                                                                                                                                        • Custom components
                                                                                                                                                                                                                                                                                          • scikit-learn
                                                                                                                                                                                                                                                                                            • TensorFlow
                                                                                                                                                                                                                                                                                            • Machine Learning plans and runtime usage
                                                                                                                                                                                                                                                                                              • Setting up
                                                                                                                                                                                                                                                                                                • Command line interface
                                                                                                                                                                                                                                                                                                  • Cloud object storage
                                                                                                                                                                                                                                                                                                  • Authentication
                                                                                                                                                                                                                                                                                                    • Service credentials
                                                                                                                                                                                                                                                                                                    • Examples
                                                                                                                                                                                                                                                                                                      • AutoAI tutorial
                                                                                                                                                                                                                                                                                                        • Machine Learning tutorials
                                                                                                                                                                                                                                                                                                          • Neural network modeler
                                                                                                                                                                                                                                                                                                            • Experiment builder
                                                                                                                                                                                                                                                                                                              • Experiment builder (HPO)
                                                                                                                                                                                                                                                                                                                • Python client (notebook)
                                                                                                                                                                                                                                                                                                                  • CLI
                                                                                                                                                                                                                                                                                                                    • CLI (HPO)
                                                                                                                                                                                                                                                                                                                    • Deep Learning sample apps
                                                                                                                                                                                                                                                                                                                      • Deployed function
                                                                                                                                                                                                                                                                                                                        • Node.js
                                                                                                                                                                                                                                                                                                                          • Python Flask
                                                                                                                                                                                                                                                                                                                            • Core ML
                                                                                                                                                                                                                                                                                                                          • Building models
                                                                                                                                                                                                                                                                                                                            • AutoAI
                                                                                                                                                                                                                                                                                                                              • Building an AutoAI model from sample data
                                                                                                                                                                                                                                                                                                                                • Building an AutoAI model
                                                                                                                                                                                                                                                                                                                                  • Selecting an AutoAI model
                                                                                                                                                                                                                                                                                                                                    • Deploying an AutoAI model
                                                                                                                                                                                                                                                                                                                                      • AutoAI implementation details
                                                                                                                                                                                                                                                                                                                                      • Spark MLlib modeler
                                                                                                                                                                                                                                                                                                                                        • Creating SPSS Modeler flows
                                                                                                                                                                                                                                                                                                                                          • Nodes palette
                                                                                                                                                                                                                                                                                                                                            • Import
                                                                                                                                                                                                                                                                                                                                              • Data Asset node
                                                                                                                                                                                                                                                                                                                                                • User Input node
                                                                                                                                                                                                                                                                                                                                                  • Sim Gen node
                                                                                                                                                                                                                                                                                                                                                  • Record Operations
                                                                                                                                                                                                                                                                                                                                                    • Select node
                                                                                                                                                                                                                                                                                                                                                      • Sample node
                                                                                                                                                                                                                                                                                                                                                        • Sort node
                                                                                                                                                                                                                                                                                                                                                          • Balance node
                                                                                                                                                                                                                                                                                                                                                            • Distinct node
                                                                                                                                                                                                                                                                                                                                                              • Aggregate node
                                                                                                                                                                                                                                                                                                                                                                • Merge node
                                                                                                                                                                                                                                                                                                                                                                  • Append node
                                                                                                                                                                                                                                                                                                                                                                    • Streaming Time Series node
                                                                                                                                                                                                                                                                                                                                                                      • SMOTE node
                                                                                                                                                                                                                                                                                                                                                                        • RFM Aggregate node
                                                                                                                                                                                                                                                                                                                                                                          • Space-Time-Boxes node
                                                                                                                                                                                                                                                                                                                                                                            • Extension Transform node
                                                                                                                                                                                                                                                                                                                                                                            • Field Operations
                                                                                                                                                                                                                                                                                                                                                                              • Auto Data Prep node
                                                                                                                                                                                                                                                                                                                                                                                • Type node
                                                                                                                                                                                                                                                                                                                                                                                  • Filter node
                                                                                                                                                                                                                                                                                                                                                                                    • Derive node
                                                                                                                                                                                                                                                                                                                                                                                      • Filler node
                                                                                                                                                                                                                                                                                                                                                                                        • Reclassify node
                                                                                                                                                                                                                                                                                                                                                                                          • Binning node
                                                                                                                                                                                                                                                                                                                                                                                            • RFM Analysis node
                                                                                                                                                                                                                                                                                                                                                                                              • Ensemble node
                                                                                                                                                                                                                                                                                                                                                                                                • Partition node
                                                                                                                                                                                                                                                                                                                                                                                                  • Set to Flag node
                                                                                                                                                                                                                                                                                                                                                                                                    • Restructure node
                                                                                                                                                                                                                                                                                                                                                                                                      • Transpose node
                                                                                                                                                                                                                                                                                                                                                                                                        • Field Reorder node
                                                                                                                                                                                                                                                                                                                                                                                                          • History node
                                                                                                                                                                                                                                                                                                                                                                                                            • Time Intervals node
                                                                                                                                                                                                                                                                                                                                                                                                              • Anonymize node
                                                                                                                                                                                                                                                                                                                                                                                                                • Reproject node
                                                                                                                                                                                                                                                                                                                                                                                                                • Graphs
                                                                                                                                                                                                                                                                                                                                                                                                                  • Charts node
                                                                                                                                                                                                                                                                                                                                                                                                                    • Plot node
                                                                                                                                                                                                                                                                                                                                                                                                                      • Multiplot node
                                                                                                                                                                                                                                                                                                                                                                                                                        • Time Plot node
                                                                                                                                                                                                                                                                                                                                                                                                                          • Distribution node
                                                                                                                                                                                                                                                                                                                                                                                                                            • Histogram node
                                                                                                                                                                                                                                                                                                                                                                                                                              • Collection node
                                                                                                                                                                                                                                                                                                                                                                                                                                • Web node
                                                                                                                                                                                                                                                                                                                                                                                                                                  • Evaluation node
                                                                                                                                                                                                                                                                                                                                                                                                                                  • Modeling
                                                                                                                                                                                                                                                                                                                                                                                                                                    • Auto Classifier node
                                                                                                                                                                                                                                                                                                                                                                                                                                      • Auto Numeric node
                                                                                                                                                                                                                                                                                                                                                                                                                                        • Auto Cluster node
                                                                                                                                                                                                                                                                                                                                                                                                                                          • TCM node
                                                                                                                                                                                                                                                                                                                                                                                                                                            • Bayes Net node
                                                                                                                                                                                                                                                                                                                                                                                                                                              • C5.0 node
                                                                                                                                                                                                                                                                                                                                                                                                                                                • C&R Tree node
                                                                                                                                                                                                                                                                                                                                                                                                                                                  • CHAID node
                                                                                                                                                                                                                                                                                                                                                                                                                                                    • QUEST node
                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Tree-AS node
                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Random Trees node
                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Random Forest node
                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Decision List node
                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Time Series node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                • GenLin node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • GLMM node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • GLE node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Linear node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Linear-AS node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Regression node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • LSVM node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Logistic node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Neural Net node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • KNN node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Cox node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • PCA/Factor node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • SVM node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Feature Selection node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Discriminant node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • SLRM node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Spatio-Temporal Prediction (STP) node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Spatio-Temporal Prediction (STP) model nugget
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Association Rules node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Apriori node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • CARMA node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Sequence node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Kohonen node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Anomaly node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • K-Means node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • TwoStep cluster node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • TwoStep-AS cluster node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Isotonic-AS node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Extension Model node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • XGBoost-AS node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • K-Means-AS node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • XGBoost Tree node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • XGBoost Linear node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Gaussian Mixture node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • KDE node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • One-Class SVM node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • MultiLayerPerceptron-AS node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • HDBSCAN node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Outputs
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Table node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Matrix node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Analysis node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Data Audit node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Transform node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Statistics node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Means node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Report node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Set Globals node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Extension Output node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Export
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Data Asset export node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Working with your data
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Missing data values
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Handling missing values
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Handling records with missing values
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Handling fields with missing values
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Handling records with system missing values
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Functions available for missing values
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • SQL optimization
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Migrating import and export nodes
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Neural network modeler
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Python client
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Deep learning experiments
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Training runs
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Training definition
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Example
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Coding guidelines
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • 3rd-party libraries
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Running deep learning experiments
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Deep learning experiment builder
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Using GPUs
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Hyperparameter optimization
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Distributed training
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Distributed deep learning
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Tutorial
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Importing models
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • PMML
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Spark MLlib
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • scikit-learn
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • TensorFlow
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Keras
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Deploying
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Deployment endpoint URL
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Deploying functions
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Implementation details
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Model management
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Continuous learning
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Decision Optimization
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Getting started
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • About Decision Optimization
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Ways to use Decision Optimization for Watson Studio
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Examples and samples
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Decision Optimization notebooks
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Decision Optimization model builder
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Model builder views and scenarios
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Visualization view
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Modeling Assistant models
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Selecting a Decision domain in the Modeling Assistant
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Formulating and running a model: house construction scheduling
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Python DOcplex models
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Input and output data
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Solving and analyzing a model: the diet problem
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Create new scenario
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Working with multiple scenarios
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Generating multiple scenarios
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • OPL models
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Run parameters
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Deploying with Watson Machine Learning
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Deployment steps
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Creating a Watson Machine Learning service instance
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Watson Machine Learning Authentication
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Model deployment
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Model execution
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Model input and output data file formats
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Model input and output data adaptation
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Output data definition
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Solve parameters
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • REST API example
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Python client example
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Migrating from Decision Optimization on Cloud (DOcplexcloud)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Catalogs
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Administering a catalog
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Creating a catalog
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Managing access to a catalog
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Catalog collaborator permissions
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Changing catalog settings
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Deleting a catalog
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Catalog assets
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Finding and viewing an asset in a catalog
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Adding assets to a catalog
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Adding a file
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Adding a connection
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Discovering data assets from a connection
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Adding data from a connection
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Adding a folder asset from a connection
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Publishing an asset from a project
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Integrating with Information Governance Catalog
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Automatically synchronizing assets with Information Governance Catalog
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Importing assets from Information Governance Catalog
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Fixing import problems
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Downloading data assets
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Editing asset properties
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Controlling access to an asset
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Profiling an asset
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Removing an asset
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Governance
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Example scenarios for data protection
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Restricting access to assets
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Restricting access with policies
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Authorizing some users only
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Hiding data values in asset columns from others
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Categories
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Policies
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Policy evaluation
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Finding and viewing a policy
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Creating a policy
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Managing policies
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Data protection rules
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Creating data protection rules
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Masking considerations
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Masking data
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • System terms
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Tags
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Examples of term input
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Viewing or editing rules
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Policy usage statistics
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Business terms
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Finding and viewing business terms
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Creating a business term
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Managing business terms
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Importing business terms
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Data classification
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Classifications
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Data classes
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Data class groups
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Troubleshooting
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • One instance limit for Watson Knowledge Catalog
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Policies
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Streams flows
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Data Refinery
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Deep Learning
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Machine Learning
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • IBM Cloud Status
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Administration
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Managing your Watson apps
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Monitoring your resources
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Managing environment runtimes
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Managing authorized users for Watson Studio
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Configuring Cloud Object Storage for project and catalog creation
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Managing your Watson Knowledge Catalog app
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Upgrading your Watson apps or Cloud service plans
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Stop using Watson apps
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Managing your settings
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Determining your roles
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Managing your IBM Cloud account
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Activity Tracker events
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Assigning the IAM Editor role
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Setting up Watson Studio Enterprise
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Adding an Amazon EMR service
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Adding and managing IBM Cloud services
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Watson Studio, Knowledge Catalog & Machine Learning on IBM Cloud
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • What's new
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • IBM Watson Studio
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • IBM Watson Knowledge Catalog
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Offering plans
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Feature matrix
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • About assets
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Lineage
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Profiles
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Previews
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Known issues
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • FAQs
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • IBM Watson APIs
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Keeping your data secure and compliant
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Notices
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Accessibility
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Getting started
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Videos
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Signing up
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Setting up additional account users
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Choosing a tool
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Roles for Watson apps
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Projects
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Creating a project
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Object storage
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Importing a project
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Administering projects
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Managing collaborators
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Project collaborator roles
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Adding associated services
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Exporting projects
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Managing assets in projects
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Environments
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Default environments
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Spark environments
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Data Refinery environments
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • RStudio environments
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Creating environments
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Customizing environments
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Changing environments
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Stopping active runtimes
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Runtime usage
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Jobs
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Adding catalog assets to a project
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Leaving a project
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Markdown cheatsheet
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Preparing data
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Adding data to a project
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Adding very large files to a project
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Adding connections to projects
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Connection types
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Controlling access to COS buckets
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Adding data from a connection
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Adding a folder asset from a connection
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Downloading data assets
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Refining data
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Adding data to Data Refinery
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Specifying the format of your data
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Validating your data
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Visualizing your data
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Managing Data Refinery flows
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Copying data from source to target
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • GUI operations
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • dplyr R library support
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Updates for Data Refinery July 12
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Tutorial: Shape raw data
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Data annotation
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Annotating data with Figure Eight
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Annotating data with DefinedCrowd
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Ingesting streaming data
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Get started with streams flows
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Connections in a streams flow
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Creating a connection in a streams flow
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Creating a streams flow by using a wizard
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Creating a streams flow manually
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Installing Python libraries
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Python model operator
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • MQTT (Source and Target) operator
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • HTTP operator
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • JSON path
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Data types
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Aggregation operator examples
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Buckets, file paths, and partitions in Cloud Object Storage
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Code operator examples
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Cloud Function operator
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Filter operator examples
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • SPSS model operator
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Event Streams (Source) operator
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Streams (Source and Target) operators
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Kafka (Source and Target) operators
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Importing a streams flow
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Editing a streams flow
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Running a streams flow and monitoring its metrics
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Downloading the user log
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Downloading streams flow code
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Running example streams flow
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Data Historian example streams flow
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Clickstream example streams flow
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Tutorials for streams flows
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Tutorial for Data Historian
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Tutorial for designing and creating a streams flow
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Tutorial for using a predictive model with streaming data
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Tutorial for metrics
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Troubleshooting a streams flow
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Data science
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Notebooks
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Creating notebooks
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Parts of a notebook
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • The Jupyter and notebook environment
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Libraries and scripts
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Installing custom libraries
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Deep learning libraries for notebooks
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Importing scripts into a notebook
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Coding and running notebooks
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Loading and accessing data in a notebook
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Manually adding the project token
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Using project-lib for Python
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Using Python functions to work with Cloud Object Storage
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Using project-lib for R
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Scheduling a notebook
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • SPSS predictive analytics algorithms
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Data preparation
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Classification and regression
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Clustering
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Forecasting
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Survival analysis
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Score
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Visualizations in notebooks
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Brunel visualizations
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • SPSS model visualizations
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Linear regression
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Logistic regression
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Random trees
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Predictor importance
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Sharing and publishing notebooks
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Sharing notebooks
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Hiding code in a notebook
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Publishing notebooks on GitHub
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Publishing notebooks as a gist
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • RStudio
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Analytics Dashboards
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Machine learning & AI models
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Visual Recognition Models
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Image classification with Core ML
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Setting up
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Custom image classification models
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Preparing images
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Training
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Testing
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Retraining
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Moving to a new service instance
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Custom object detection models
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Preparing images for object detection
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Training object detection
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Testing object detection
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Built-in models
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Developing apps
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Sample images
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Natural Language Classification
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Building a classifier
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Preparing training data
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Training
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Testing
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Retraining
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Notebooks
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Developing apps
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Machine Learning
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Supported frameworks
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Getting started
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Terminology
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Custom components
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • scikit-learn
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • TensorFlow
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Machine Learning plans and runtime usage
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Setting up
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Command line interface
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Cloud object storage
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Authentication
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Service credentials
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Examples
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • AutoAI tutorial
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Machine Learning tutorials
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Neural network modeler
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Experiment builder
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Experiment builder (HPO)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Python client (notebook)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • CLI
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • CLI (HPO)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Deep Learning sample apps
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Deployed function
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Node.js
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Python Flask
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Core ML
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Building models
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • AutoAI
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Building an AutoAI model from sample data
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Building an AutoAI model
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Selecting an AutoAI model
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Deploying an AutoAI model
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • AutoAI implementation details
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Spark MLlib modeler
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Creating SPSS Modeler flows
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Nodes palette
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Import
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Data Asset node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • User Input node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Sim Gen node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Record Operations
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Select node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Sample node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Sort node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Balance node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Distinct node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Aggregate node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Merge node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Append node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Streaming Time Series node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • SMOTE node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • RFM Aggregate node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Space-Time-Boxes node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Extension Transform node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Field Operations
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Auto Data Prep node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Type node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Filter node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Derive node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Filler node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Reclassify node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Binning node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • RFM Analysis node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Ensemble node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Partition node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Set to Flag node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Restructure node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Transpose node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Field Reorder node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • History node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Time Intervals node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Anonymize node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Reproject node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Graphs
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Charts node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Plot node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Multiplot node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Time Plot node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Distribution node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Histogram node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Collection node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Web node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Evaluation node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Modeling
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Auto Classifier node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Auto Numeric node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Auto Cluster node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • TCM node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Bayes Net node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • C5.0 node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • C&R Tree node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • CHAID node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • QUEST node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Tree-AS node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Random Trees node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Random Forest node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Decision List node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Time Series node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • GenLin node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • GLMM node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • GLE node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Linear node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Linear-AS node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Regression node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • LSVM node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Logistic node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Neural Net node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • KNN node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Cox node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • PCA/Factor node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • SVM node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Feature Selection node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Discriminant node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • SLRM node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Spatio-Temporal Prediction (STP) node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Spatio-Temporal Prediction (STP) model nugget
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Association Rules node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Apriori node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • CARMA node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Sequence node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Kohonen node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Anomaly node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • K-Means node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • TwoStep cluster node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • TwoStep-AS cluster node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Isotonic-AS node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Extension Model node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • XGBoost-AS node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • K-Means-AS node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • XGBoost Tree node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • XGBoost Linear node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Gaussian Mixture node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • KDE node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • One-Class SVM node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • MultiLayerPerceptron-AS node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • HDBSCAN node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Outputs
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Table node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Matrix node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Analysis node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Data Audit node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Transform node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Statistics node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Means node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Report node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Set Globals node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Extension Output node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Export
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Data Asset export node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Working with your data
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Missing data values
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Handling missing values
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Handling records with missing values
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Handling fields with missing values
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Handling records with system missing values
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Functions available for missing values
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • SQL optimization
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Migrating import and export nodes
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Neural network modeler
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Python client
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Deep learning experiments
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Training runs
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Training definition
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Example
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Coding guidelines
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • 3rd-party libraries
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Running deep learning experiments
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Deep learning experiment builder
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Using GPUs
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Hyperparameter optimization
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Distributed training
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Distributed deep learning
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Tutorial
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Importing models
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • PMML
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Spark MLlib
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • scikit-learn
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • TensorFlow
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Keras
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Deploying
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Deployment endpoint URL
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Deploying functions
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Implementation details
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Model management
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Continuous learning
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Decision Optimization
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Getting started
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • About Decision Optimization
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Ways to use Decision Optimization for Watson Studio
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Examples and samples
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Decision Optimization notebooks
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Decision Optimization model builder
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Model builder views and scenarios
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Visualization view
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Modeling Assistant models
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Selecting a Decision domain in the Modeling Assistant
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Formulating and running a model: house construction scheduling
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Python DOcplex models
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Input and output data
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Solving and analyzing a model: the diet problem
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Create new scenario
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Working with multiple scenarios
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Generating multiple scenarios
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • OPL models
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Run parameters
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Deploying with Watson Machine Learning
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Deployment steps
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Creating a Watson Machine Learning service instance
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Watson Machine Learning Authentication
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Model deployment
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Model execution
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Model input and output data file formats
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Model input and output data adaptation
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Output data definition
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Solve parameters
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • REST API example
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Python client example
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Migrating from Decision Optimization on Cloud (DOcplexcloud)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Catalogs
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Administering a catalog
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Creating a catalog
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Managing access to a catalog
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Catalog collaborator permissions
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Changing catalog settings
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Deleting a catalog
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Catalog assets
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Finding and viewing an asset in a catalog
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Adding assets to a catalog
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Adding a file
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Adding a connection
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Discovering data assets from a connection
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Adding data from a connection
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Adding a folder asset from a connection
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Publishing an asset from a project
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Integrating with Information Governance Catalog
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Automatically synchronizing assets with Information Governance Catalog
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Importing assets from Information Governance Catalog
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Fixing import problems
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Downloading data assets
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Editing asset properties
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Controlling access to an asset
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Profiling an asset
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Removing an asset
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Governance
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Example scenarios for data protection
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Restricting access to assets
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Restricting access with policies
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Authorizing some users only
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Hiding data values in asset columns from others
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Categories
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Policies
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Policy evaluation
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Finding and viewing a policy
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Creating a policy
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Managing policies
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Data protection rules
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Creating data protection rules
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Masking considerations
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Masking data
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • System terms
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Tags
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Examples of term input
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Viewing or editing rules
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Policy usage statistics
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Business terms
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Finding and viewing business terms
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Creating a business term
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Managing business terms
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Importing business terms
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Data classification
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Classifications
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Data classes
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Data class groups
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Troubleshooting
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • One instance limit for Watson Knowledge Catalog
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Policies
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Streams flows
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Data Refinery
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Deep Learning
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Machine Learning
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • IBM Cloud Status
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Administration
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Managing your Watson apps
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Monitoring your resources
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Managing environment runtimes
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Managing authorized users for Watson Studio
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Configuring Cloud Object Storage for project and catalog creation
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Managing your Watson Knowledge Catalog app
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Upgrading your Watson apps or Cloud service plans
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Stop using Watson apps
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Managing your settings
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Determining your roles
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Managing your IBM Cloud account
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Activity Tracker events
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Assigning the IAM Editor role
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Setting up Watson Studio Enterprise
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Adding an Amazon EMR service
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Adding and managing IBM Cloud services
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Troubleshoot

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Troubleshoot

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • One instance limit for Watson Knowledge Catalog
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Troubleshooting policies
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Troubleshoot Streams Designer
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Troubleshoot Data Refinery
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Troubleshoot Deep Learning
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Troubleshoot Machine Learning
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