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                                                            • Create and customize environments
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                                                                  • Runtime usage
                                                                  • Adding catalog assets to a project
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                                                                      • 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
                                                                                                                                                                      • Create notebooks
                                                                                                                                                                        • Parts of a notebook
                                                                                                                                                                          • The Jupyter and notebook environment
                                                                                                                                                                            • Change Spark service used by notebooks
                                                                                                                                                                          • Libraries and scripts
                                                                                                                                                                            • Install libraries and packages
                                                                                                                                                                              • Deep learning libraries for notebooks
                                                                                                                                                                                • Import scripts into a notebook
                                                                                                                                                                                • Code and run notebooks
                                                                                                                                                                                  • Load and access data in a notebook
                                                                                                                                                                                    • Manually add the project token
                                                                                                                                                                                      • Use project-lib for Python
                                                                                                                                                                                        • Use Python functions to work with Cloud Object Storage
                                                                                                                                                                                          • Use project-lib for R
                                                                                                                                                                                          • Schedule 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
                                                                                                                                                                                                                • Share and publish notebooks
                                                                                                                                                                                                                  • Share notebooks
                                                                                                                                                                                                                    • Hide code in a notebook
                                                                                                                                                                                                                      • Publish notebooks on GitHub
                                                                                                                                                                                                                        • Publish notebooks as a gist
                                                                                                                                                                                                                      • Decision Optimization
                                                                                                                                                                                                                        • What is Decision Optimization?
                                                                                                                                                                                                                          • Using Decision Optimization notebooks
                                                                                                                                                                                                                            • Decision Optimization tutorial
                                                                                                                                                                                                                              • Upgrading Decision Optimization
                                                                                                                                                                                                                                • 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
                                                                                                                                                                                                                                                                                    • 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 flows
                                                                                                                                                                                                                                                                                                                                      • Nodes palette
                                                                                                                                                                                                                                                                                                                                        • Import
                                                                                                                                                                                                                                                                                                                                          • Data Asset node
                                                                                                                                                                                                                                                                                                                                            • User Input node
                                                                                                                                                                                                                                                                                                                                              • Sim Gen node
                                                                                                                                                                                                                                                                                                                                              • Record Operations
                                                                                                                                                                                                                                                                                                                                                • Select node
                                                                                                                                                                                                                                                                                                                                                  • Sample node
                                                                                                                                                                                                                                                                                                                                                    • Sort node
                                                                                                                                                                                                                                                                                                                                                      • Balance node
                                                                                                                                                                                                                                                                                                                                                        • Distinct node
                                                                                                                                                                                                                                                                                                                                                          • Aggregate node
                                                                                                                                                                                                                                                                                                                                                            • RFM Aggregate node
                                                                                                                                                                                                                                                                                                                                                              • Merge node
                                                                                                                                                                                                                                                                                                                                                                • Append node
                                                                                                                                                                                                                                                                                                                                                                  • Streaming Time Series node
                                                                                                                                                                                                                                                                                                                                                                    • SMOTE node
                                                                                                                                                                                                                                                                                                                                                                      • Extension Transform node
                                                                                                                                                                                                                                                                                                                                                                      • Field Operations
                                                                                                                                                                                                                                                                                                                                                                        • Auto Data Prep node
                                                                                                                                                                                                                                                                                                                                                                          • Type node
                                                                                                                                                                                                                                                                                                                                                                            • Filter node
                                                                                                                                                                                                                                                                                                                                                                              • Derive node
                                                                                                                                                                                                                                                                                                                                                                                • Filler node
                                                                                                                                                                                                                                                                                                                                                                                  • Reclassify node
                                                                                                                                                                                                                                                                                                                                                                                    • Anonymize node
                                                                                                                                                                                                                                                                                                                                                                                      • Binning node
                                                                                                                                                                                                                                                                                                                                                                                        • RFM Analysis node
                                                                                                                                                                                                                                                                                                                                                                                          • Ensemble node
                                                                                                                                                                                                                                                                                                                                                                                            • Partition node
                                                                                                                                                                                                                                                                                                                                                                                              • Set to Flag node
                                                                                                                                                                                                                                                                                                                                                                                                • Restructure node
                                                                                                                                                                                                                                                                                                                                                                                                  • Transpose node
                                                                                                                                                                                                                                                                                                                                                                                                    • History node
                                                                                                                                                                                                                                                                                                                                                                                                      • Field Reorder node
                                                                                                                                                                                                                                                                                                                                                                                                        • Time Intervals 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
                                                                                                                                                                                                                                                                                                                                                                                                                                • 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
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • GLMM node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Association Rules node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • SLRM 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
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Sim Fit node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Sim Eval node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Extension Output node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Export
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Data Asset export node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • 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
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Deploying
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Deploying functions
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Implementation details
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Continuous learning
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Catalogs
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Administering catalogs
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • 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
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Create and customize environments
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Change environments
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Stop 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
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Create notebooks
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Parts of a notebook
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • The Jupyter and notebook environment
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Change Spark service used by notebooks
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Libraries and scripts
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Install libraries and packages
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Deep learning libraries for notebooks
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Import scripts into a notebook
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Code and run notebooks
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Load and access data in a notebook
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Manually add the project token
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Use project-lib for Python
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Use Python functions to work with Cloud Object Storage
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Use project-lib for R
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Schedule 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
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Share and publish notebooks
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Share notebooks
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Hide code in a notebook
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Publish notebooks on GitHub
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Publish notebooks as a gist
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Decision Optimization
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • What is Decision Optimization?
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Using Decision Optimization notebooks
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Decision Optimization tutorial
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Upgrading Decision Optimization
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • 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
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • 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 flows
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Nodes palette
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Import
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Data Asset node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • User Input node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Sim Gen node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Record Operations
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Select node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Sample node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Sort node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Balance node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Distinct node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Aggregate node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • RFM Aggregate node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Merge node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Append node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Streaming Time Series node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • SMOTE node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Extension Transform node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Field Operations
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Auto Data Prep node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Type node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Filter node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Derive node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Filler node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Reclassify node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Anonymize node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Binning node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • RFM Analysis node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Ensemble node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Partition node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Set to Flag node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Restructure node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Transpose node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • History node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Field Reorder node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Time Intervals 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
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • 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
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • GLMM node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Association Rules node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • SLRM 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
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Sim Fit node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Sim Eval node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Extension Output node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Export
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Data Asset export node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • 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
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Deploying
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Deploying functions
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Implementation details
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Continuous learning
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Catalogs
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Administering catalogs
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • 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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