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                                              • Administering projects
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                                                    • Environments
                                                      • Default environments
                                                        • Spark environments
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                                                            • Customizing environments
                                                              • Changing environments
                                                                • Stopping active runtimes
                                                                  • Runtime usage
                                                                  • 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 connections to legacy projects
                                                                                    • Connection types for legacy projects
                                                                                    • Adding data from a connection
                                                                                      • Adding a folder asset from a connection
                                                                                      • Refining data
                                                                                        • Adding data to Data Refinery
                                                                                          • Specifying the format of your data
                                                                                            • Validating your data
                                                                                              • Visualizing your data
                                                                                                • Scheduling Data Refinery flows
                                                                                                  • Managing Data Refinery flows
                                                                                                    • Copying data from source to target
                                                                                                      • GUI operations
                                                                                                        • dplyr R library support
                                                                                                          • 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 operator
                                                                                                                              • HTTP operator
                                                                                                                                • JSON path
                                                                                                                                  • Data types
                                                                                                                                    • Aggregation operator examples
                                                                                                                                      • Partitions and buckets in Cloud Object Storage
                                                                                                                                        • Code operator examples
                                                                                                                                          • Cloud functions operator
                                                                                                                                            • Filter operator examples
                                                                                                                                              • SPSS model operator
                                                                                                                                                • Event Streams (Source) operator
                                                                                                                                                  • Streams (Source and Target) operators
                                                                                                                                                  • Importing a streams flow
                                                                                                                                                    • Editing a streams flow
                                                                                                                                                      • Running a streams flow and monitoring its metrics
                                                                                                                                                        • Downloading the user log
                                                                                                                                                          • Running example streams flow
                                                                                                                                                            • Data historian example streams flow
                                                                                                                                                              • Clickstream example streams flow
                                                                                                                                                              • Tutorials of 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
                                                                                                                                                                  • Data science
                                                                                                                                                                    • Notebooks
                                                                                                                                                                      • Creating notebooks
                                                                                                                                                                        • Parts of a notebook
                                                                                                                                                                          • The Jupyter and notebook environment
                                                                                                                                                                            • Changing Spark service used by notebooks
                                                                                                                                                                          • Libraries and scripts
                                                                                                                                                                            • Installing libraries and packages on Aoache Spark
                                                                                                                                                                              • 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
                                                                                                                                                                                                                      • Decision Optimization
                                                                                                                                                                                                                        • What is Decision Optimization?
                                                                                                                                                                                                                          • Using the Decision Optimization notebooks
                                                                                                                                                                                                                            • Get the Decision Optimization tutorial
                                                                                                                                                                                                                              • Upgrading Decision Optimization capabilities
                                                                                                                                                                                                                                • DOcplex Python modeling API
                                                                                                                                                                                                                                • RStudio
                                                                                                                                                                                                                                  • Analytics Dashboard
                                                                                                                                                                                                                                  • Machine learning & AI
                                                                                                                                                                                                                                    • Visual Recognition
                                                                                                                                                                                                                                      • Core ML
                                                                                                                                                                                                                                        • Setting up
                                                                                                                                                                                                                                          • Custom models
                                                                                                                                                                                                                                            • Preparing images
                                                                                                                                                                                                                                              • Training
                                                                                                                                                                                                                                                • Testing
                                                                                                                                                                                                                                                  • Retraining
                                                                                                                                                                                                                                                    • Moving to a new service instance
                                                                                                                                                                                                                                                    • Built-in models
                                                                                                                                                                                                                                                      • Developing apps
                                                                                                                                                                                                                                                        • Sample images
                                                                                                                                                                                                                                                        • Natural Language Classification
                                                                                                                                                                                                                                                          • Building a classifier
                                                                                                                                                                                                                                                            • Preparing training data
                                                                                                                                                                                                                                                              • Training
                                                                                                                                                                                                                                                                • Testing
                                                                                                                                                                                                                                                                  • Retraining
                                                                                                                                                                                                                                                                  • Notebooks
                                                                                                                                                                                                                                                                    • Developing apps
                                                                                                                                                                                                                                                                    • Watson Machine Learning
                                                                                                                                                                                                                                                                      • Getting started
                                                                                                                                                                                                                                                                        • Terminology
                                                                                                                                                                                                                                                                          • Supported frameworks
                                                                                                                                                                                                                                                                            • Custom components
                                                                                                                                                                                                                                                                              • scikit-learn
                                                                                                                                                                                                                                                                                • TensorFlow
                                                                                                                                                                                                                                                                              • Setting up
                                                                                                                                                                                                                                                                                • Command line interface
                                                                                                                                                                                                                                                                                  • Cloud object storage
                                                                                                                                                                                                                                                                                    • IBM Cloud dashboard
                                                                                                                                                                                                                                                                                    • Authentication
                                                                                                                                                                                                                                                                                      • Service credentials
                                                                                                                                                                                                                                                                                        • Deployment endpoint URL
                                                                                                                                                                                                                                                                                        • Examples
                                                                                                                                                                                                                                                                                          • Model builder tutorials
                                                                                                                                                                                                                                                                                            • Binary classification
                                                                                                                                                                                                                                                                                              • Multiclass classification
                                                                                                                                                                                                                                                                                                • Regression
                                                                                                                                                                                                                                                                                                • MNIST tutorials
                                                                                                                                                                                                                                                                                                  • Model builder
                                                                                                                                                                                                                                                                                                    • Neural network modeler
                                                                                                                                                                                                                                                                                                      • Experiment builder
                                                                                                                                                                                                                                                                                                        • Experiment builder (HPO)
                                                                                                                                                                                                                                                                                                          • Python client (notebook)
                                                                                                                                                                                                                                                                                                            • CLI
                                                                                                                                                                                                                                                                                                              • CLI (HPO)
                                                                                                                                                                                                                                                                                                              • MNIST sample apps
                                                                                                                                                                                                                                                                                                                • Deployed function
                                                                                                                                                                                                                                                                                                                  • Node.js
                                                                                                                                                                                                                                                                                                                    • Python Flask
                                                                                                                                                                                                                                                                                                                      • Core ML
                                                                                                                                                                                                                                                                                                                    • Building models
                                                                                                                                                                                                                                                                                                                      • Model builder
                                                                                                                                                                                                                                                                                                                        • Result columns
                                                                                                                                                                                                                                                                                                                        • NeuNetS
                                                                                                                                                                                                                                                                                                                          • Building NeuNetS models
                                                                                                                                                                                                                                                                                                                            • Text training data format
                                                                                                                                                                                                                                                                                                                              • Image training data format
                                                                                                                                                                                                                                                                                                                              • Deploying NeuNetS models
                                                                                                                                                                                                                                                                                                                                • Testing deployments
                                                                                                                                                                                                                                                                                                                                  • Using deployments
                                                                                                                                                                                                                                                                                                                                    • Deployment payload format
                                                                                                                                                                                                                                                                                                                                    • Downloading NeuNetS models
                                                                                                                                                                                                                                                                                                                                    • Spark MLlib modeler
                                                                                                                                                                                                                                                                                                                                      • SPSS Modeler
                                                                                                                                                                                                                                                                                                                                        • Nodes palette
                                                                                                                                                                                                                                                                                                                                          • Import
                                                                                                                                                                                                                                                                                                                                            • Data Asset node
                                                                                                                                                                                                                                                                                                                                              • User Input 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
                                                                                                                                                                                                                                                                                                                                                                      • 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
                                                                                                                                                                                                                                                                                                                                                                                                        • Graphs
                                                                                                                                                                                                                                                                                                                                                                                                          • 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
                                                                                                                                                                                                                                                                                                                                                                                                                                                        • 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
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • 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
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • K-Means-AS node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • XGBoost Tree node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • XGBoost Linear node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • One-Class SVM 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
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Flow scripting
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Flow scripting example
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Neural network modeler
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Deep learning
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Training runs
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Training definition
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Example
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Coding guidelines
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • 3rd-party libraries
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Running experiments
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Experiment builder
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Using GPUs
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Hyperparameter optimization
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Distributed training
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Distributed deep learning
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Tutorial
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Importing models
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • PMML
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Spark MLlib
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • scikit-learn
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • TensorFlow
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Keras
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Deploying
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Deploying functions
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Implementation details
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Continuous learning
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • 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
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • 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
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Data protection policies
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Policy evaluation
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Finding and viewing a policy
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Creating a policy
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Managing policies
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Rules
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Creating rules
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Anonymization considerations
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Anonymizing 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
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Importing business terms
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Managing business terms
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Data classification
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Asset classifications
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Attribute classifiers
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Classifier groups
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Troubleshooting
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • One instance limit for Watson Knowledge Catalog
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Data 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
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Managing your Apache Spark service
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Adding an Amazon EMR service
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Adding and managing IBM Cloud services
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Overview
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • What's new
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • IBM Watson Studio
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • IBM Watson Knowledge Catalog
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Offering plans
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • 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
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Roles for Watson apps
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Projects
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Setting up a project
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Object storage
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Project starters
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • IBM Watson projects
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Migrate projects
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Administering projects
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Managing collaborators
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Collaborator permissions
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Adding associated services
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Environments
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Default environments
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Spark environments
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Data Refinery environments
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Customizing environments
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Changing environments
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Stopping active runtimes
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Runtime usage
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • 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 connections to legacy projects
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Connection types for legacy projects
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Adding data from a connection
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Adding a folder asset from a connection
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Refining data
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Adding data to Data Refinery
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Specifying the format of your data
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Validating your data
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Visualizing your data
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Scheduling Data Refinery flows
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Managing Data Refinery flows
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Copying data from source to target
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • GUI operations
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • dplyr R library support
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • 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 operator
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • HTTP operator
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • JSON path
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Data types
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Aggregation operator examples
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Partitions and buckets in Cloud Object Storage
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Code operator examples
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Cloud functions operator
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Filter operator examples
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • SPSS model operator
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Event Streams (Source) operator
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Streams (Source and Target) operators
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Importing a streams flow
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Editing a streams flow
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Running a streams flow and monitoring its metrics
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Downloading the user log
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Running example streams flow
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Data historian example streams flow
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Clickstream example streams flow
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Tutorials of 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
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Data science
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Notebooks
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Creating notebooks
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Parts of a notebook
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • The Jupyter and notebook environment
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Changing Spark service used by notebooks
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Libraries and scripts
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Installing libraries and packages on Aoache Spark
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • 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
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Decision Optimization
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • What is Decision Optimization?
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Using the Decision Optimization notebooks
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Get the Decision Optimization tutorial
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Upgrading Decision Optimization capabilities
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • DOcplex Python modeling API
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • RStudio
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Analytics Dashboard
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Machine learning & AI
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Visual Recognition
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Core ML
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Setting up
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Custom models
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Preparing images
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Training
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Testing
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Retraining
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Moving to a new service instance
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Built-in models
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Developing apps
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Sample images
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Natural Language Classification
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Building a classifier
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Preparing training data
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Training
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Testing
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Retraining
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Notebooks
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Developing apps
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Watson Machine Learning
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Getting started
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Terminology
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Supported frameworks
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Custom components
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • scikit-learn
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • TensorFlow
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Setting up
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Command line interface
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Cloud object storage
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • IBM Cloud dashboard
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Authentication
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Service credentials
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Deployment endpoint URL
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Examples
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Model builder tutorials
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Binary classification
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Multiclass classification
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Regression
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • MNIST tutorials
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Model builder
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Neural network modeler
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Experiment builder
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Experiment builder (HPO)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Python client (notebook)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • CLI
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • CLI (HPO)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • MNIST sample apps
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Deployed function
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Node.js
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Python Flask
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Core ML
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Building models
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Model builder
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Result columns
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • NeuNetS
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Building NeuNetS models
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Text training data format
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Image training data format
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Deploying NeuNetS models
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Testing deployments
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Using deployments
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Deployment payload format
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Downloading NeuNetS models
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Spark MLlib modeler
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • SPSS Modeler
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Nodes palette
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Import
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Data Asset node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • User Input 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
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • 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
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Graphs
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • 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
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • 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
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • 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
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • K-Means-AS node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • XGBoost Tree node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • XGBoost Linear node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • One-Class SVM 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
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Flow scripting
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Flow scripting example
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Neural network modeler
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Deep learning
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Training runs
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Training definition
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Example
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Coding guidelines
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • 3rd-party libraries
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Running experiments
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Experiment builder
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Using GPUs
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Hyperparameter optimization
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Distributed training
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Distributed deep learning
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Tutorial
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Importing models
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • PMML
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Spark MLlib
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • scikit-learn
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • TensorFlow
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Keras
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Deploying
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Deploying functions
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Implementation details
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Continuous learning
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • 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
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • 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
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Data protection policies
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Policy evaluation
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Finding and viewing a policy
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Creating a policy
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Managing policies
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Rules
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Creating rules
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Anonymization considerations
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Anonymizing 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
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Importing business terms
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Managing business terms
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Data classification
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Asset classifications
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Attribute classifiers
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Classifier groups
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Troubleshooting
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • One instance limit for Watson Knowledge Catalog
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Data 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
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Managing your Apache Spark service
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Adding an Amazon EMR service
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Adding and managing IBM Cloud services
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Troubleshoot

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Troubleshoot

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • One instance limit for Watson Knowledge Catalog
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Troubleshooting data protection policies
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Troubleshoot Streams Designer
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Troubleshoot Data Refinery
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Troubleshoot Deep Learning
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Troubleshoot Machine Learning
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • View IBM Cloud service status
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