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                                                                  • Creating 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
                                                                                              • Downloading data assets
                                                                                                • 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
                                                                                                                                                • Buckets, file paths, and partitions in Cloud Object Storage
                                                                                                                                                  • Code operator examples
                                                                                                                                                    • Cloud Function operator
                                                                                                                                                      • Filter operator examples
                                                                                                                                                        • SPSS model operator
                                                                                                                                                          • Geofence operator
                                                                                                                                                            • Event Streams (Source) operator
                                                                                                                                                              • Streams (Source and Target) operators
                                                                                                                                                                • Kafka (Source and Target) operators
                                                                                                                                                                • Importing a streams flow
                                                                                                                                                                  • Editing a streams flow
                                                                                                                                                                    • Running a streams flow and monitoring its metrics
                                                                                                                                                                      • Downloading the user log
                                                                                                                                                                        • Running example streams flow
                                                                                                                                                                          • Data historian example streams flow
                                                                                                                                                                            • Clickstream example streams flow
                                                                                                                                                                            • Tutorials of streams flows
                                                                                                                                                                              • Tutorial for data historian
                                                                                                                                                                                • Tutorial for designing and creating a streams flow
                                                                                                                                                                                  • Tutorial for using a predictive model with streaming data
                                                                                                                                                                                    • Tutorial for metrics
                                                                                                                                                                                • Data science
                                                                                                                                                                                  • Notebooks
                                                                                                                                                                                    • Creating notebooks
                                                                                                                                                                                      • Parts of a notebook
                                                                                                                                                                                        • The Jupyter and notebook environment
                                                                                                                                                                                        • Libraries and scripts
                                                                                                                                                                                          • Installing custom libraries
                                                                                                                                                                                            • Deep learning libraries for notebooks
                                                                                                                                                                                              • Importing scripts into a notebook
                                                                                                                                                                                              • Coding and running notebooks
                                                                                                                                                                                                • Loading and accessing data in a notebook
                                                                                                                                                                                                  • Manually adding the project token
                                                                                                                                                                                                    • Using project-lib for Python
                                                                                                                                                                                                      • Using Python functions to work with Cloud Object Storage
                                                                                                                                                                                                        • Using project-lib for R
                                                                                                                                                                                                        • Scheduling a notebook
                                                                                                                                                                                                        • SPSS predictive analytics algorithms
                                                                                                                                                                                                          • Data preparation
                                                                                                                                                                                                            • Classification and regression
                                                                                                                                                                                                              • Clustering
                                                                                                                                                                                                                • Forecasting
                                                                                                                                                                                                                  • Survival analysis
                                                                                                                                                                                                                    • Score
                                                                                                                                                                                                                    • Visualizations in notebooks
                                                                                                                                                                                                                      • Brunel visualizations
                                                                                                                                                                                                                        • SPSS model visualizations
                                                                                                                                                                                                                          • Linear regression
                                                                                                                                                                                                                            • Logistic regression
                                                                                                                                                                                                                              • Random trees
                                                                                                                                                                                                                                • Predictor importance
                                                                                                                                                                                                                              • Sharing and publishing notebooks
                                                                                                                                                                                                                                • Sharing notebooks
                                                                                                                                                                                                                                  • Hiding code in a notebook
                                                                                                                                                                                                                                    • Publishing notebooks on GitHub
                                                                                                                                                                                                                                      • Publishing notebooks as a gist
                                                                                                                                                                                                                                    • Decision Optimization
                                                                                                                                                                                                                                      • What is Decision Optimization?
                                                                                                                                                                                                                                        • Using the Decision Optimization notebooks
                                                                                                                                                                                                                                          • Get the Decision Optimization tutorial
                                                                                                                                                                                                                                            • Upgrading Decision Optimization capabilities
                                                                                                                                                                                                                                              • DOcplex Python modeling API
                                                                                                                                                                                                                                              • RStudio
                                                                                                                                                                                                                                                • Analytics Dashboard
                                                                                                                                                                                                                                                • Machine learning & AI models
                                                                                                                                                                                                                                                  • Visual Recognition Models
                                                                                                                                                                                                                                                    • Image classification with Core ML
                                                                                                                                                                                                                                                      • Setting up
                                                                                                                                                                                                                                                        • Custom image classification models
                                                                                                                                                                                                                                                          • Preparing images
                                                                                                                                                                                                                                                            • Training
                                                                                                                                                                                                                                                              • Testing
                                                                                                                                                                                                                                                                • Retraining
                                                                                                                                                                                                                                                                  • Moving to a new service instance
                                                                                                                                                                                                                                                                  • Built-in models
                                                                                                                                                                                                                                                                    • Developing apps
                                                                                                                                                                                                                                                                      • Sample images
                                                                                                                                                                                                                                                                      • Natural Language Classification
                                                                                                                                                                                                                                                                        • Building a classifier
                                                                                                                                                                                                                                                                          • Preparing training data
                                                                                                                                                                                                                                                                            • Training
                                                                                                                                                                                                                                                                              • Testing
                                                                                                                                                                                                                                                                                • Retraining
                                                                                                                                                                                                                                                                                • Notebooks
                                                                                                                                                                                                                                                                                  • Developing apps
                                                                                                                                                                                                                                                                                  • Machine Learning
                                                                                                                                                                                                                                                                                    • Getting started
                                                                                                                                                                                                                                                                                      • Terminology
                                                                                                                                                                                                                                                                                        • Supported frameworks
                                                                                                                                                                                                                                                                                          • Custom components
                                                                                                                                                                                                                                                                                            • scikit-learn
                                                                                                                                                                                                                                                                                              • TensorFlow
                                                                                                                                                                                                                                                                                            • Machine Learning plans and runtime usage
                                                                                                                                                                                                                                                                                              • Setting up
                                                                                                                                                                                                                                                                                                • Command line interface
                                                                                                                                                                                                                                                                                                  • Cloud object storage
                                                                                                                                                                                                                                                                                                    • IBM Cloud dashboard
                                                                                                                                                                                                                                                                                                    • Authentication
                                                                                                                                                                                                                                                                                                      • Service credentials
                                                                                                                                                                                                                                                                                                      • Examples
                                                                                                                                                                                                                                                                                                        • AutoAI tutorial
                                                                                                                                                                                                                                                                                                          • Model builder tutorials
                                                                                                                                                                                                                                                                                                            • Binary classification
                                                                                                                                                                                                                                                                                                              • Multiclass classification
                                                                                                                                                                                                                                                                                                                • Regression
                                                                                                                                                                                                                                                                                                                • Machine Learning tutorials
                                                                                                                                                                                                                                                                                                                  • Model builder
                                                                                                                                                                                                                                                                                                                    • Neural network modeler
                                                                                                                                                                                                                                                                                                                      • Experiment builder
                                                                                                                                                                                                                                                                                                                        • Experiment builder (HPO)
                                                                                                                                                                                                                                                                                                                          • Python client (notebook)
                                                                                                                                                                                                                                                                                                                            • CLI
                                                                                                                                                                                                                                                                                                                              • CLI (HPO)
                                                                                                                                                                                                                                                                                                                              • Deep Learning sample apps
                                                                                                                                                                                                                                                                                                                                • Deployed function
                                                                                                                                                                                                                                                                                                                                  • Node.js
                                                                                                                                                                                                                                                                                                                                    • Python Flask
                                                                                                                                                                                                                                                                                                                                      • Core ML
                                                                                                                                                                                                                                                                                                                                    • Building models
                                                                                                                                                                                                                                                                                                                                      • Model builder
                                                                                                                                                                                                                                                                                                                                        • Result columns
                                                                                                                                                                                                                                                                                                                                        • AutoAI
                                                                                                                                                                                                                                                                                                                                          • Building an AutoAI model from sample data
                                                                                                                                                                                                                                                                                                                                            • Building an AutoAI model
                                                                                                                                                                                                                                                                                                                                              • Selecting an AutoAI model
                                                                                                                                                                                                                                                                                                                                                • Deploying an AutoAI model
                                                                                                                                                                                                                                                                                                                                                  • AutoAI implementation details
                                                                                                                                                                                                                                                                                                                                                  • Synthesized Neural Networks
                                                                                                                                                                                                                                                                                                                                                    • Building Synthesized Neural Network models
                                                                                                                                                                                                                                                                                                                                                      • Text training data format
                                                                                                                                                                                                                                                                                                                                                        • Image training data format
                                                                                                                                                                                                                                                                                                                                                        • Deploying Synthesized Neural Network models
                                                                                                                                                                                                                                                                                                                                                          • Testing deployments
                                                                                                                                                                                                                                                                                                                                                            • Using deployments
                                                                                                                                                                                                                                                                                                                                                              • Deployment payload format
                                                                                                                                                                                                                                                                                                                                                              • Downloading NeuNetS models
                                                                                                                                                                                                                                                                                                                                                              • Spark MLlib modeler
                                                                                                                                                                                                                                                                                                                                                                • SPSS Modeler
                                                                                                                                                                                                                                                                                                                                                                  • Nodes palette
                                                                                                                                                                                                                                                                                                                                                                    • Import
                                                                                                                                                                                                                                                                                                                                                                      • Data Asset node
                                                                                                                                                                                                                                                                                                                                                                        • User Input node
                                                                                                                                                                                                                                                                                                                                                                          • Sim Gen node
                                                                                                                                                                                                                                                                                                                                                                          • Record Operations
                                                                                                                                                                                                                                                                                                                                                                            • Select node
                                                                                                                                                                                                                                                                                                                                                                              • Sample node
                                                                                                                                                                                                                                                                                                                                                                                • Sort node
                                                                                                                                                                                                                                                                                                                                                                                  • Balance node
                                                                                                                                                                                                                                                                                                                                                                                    • Distinct node
                                                                                                                                                                                                                                                                                                                                                                                      • Aggregate node
                                                                                                                                                                                                                                                                                                                                                                                        • Merge node
                                                                                                                                                                                                                                                                                                                                                                                          • Append node
                                                                                                                                                                                                                                                                                                                                                                                            • Streaming Time Series node
                                                                                                                                                                                                                                                                                                                                                                                              • SMOTE node
                                                                                                                                                                                                                                                                                                                                                                                                • RFM Aggregate node
                                                                                                                                                                                                                                                                                                                                                                                                  • Space-Time-Boxes node
                                                                                                                                                                                                                                                                                                                                                                                                    • Extension Transform node
                                                                                                                                                                                                                                                                                                                                                                                                    • Field Operations
                                                                                                                                                                                                                                                                                                                                                                                                      • Auto Data Prep node
                                                                                                                                                                                                                                                                                                                                                                                                        • Type node
                                                                                                                                                                                                                                                                                                                                                                                                          • Filter node
                                                                                                                                                                                                                                                                                                                                                                                                            • Derive node
                                                                                                                                                                                                                                                                                                                                                                                                              • Filler node
                                                                                                                                                                                                                                                                                                                                                                                                                • Reclassify node
                                                                                                                                                                                                                                                                                                                                                                                                                  • Binning node
                                                                                                                                                                                                                                                                                                                                                                                                                    • RFM Analysis node
                                                                                                                                                                                                                                                                                                                                                                                                                      • Ensemble node
                                                                                                                                                                                                                                                                                                                                                                                                                        • Partition node
                                                                                                                                                                                                                                                                                                                                                                                                                          • Set to Flag node
                                                                                                                                                                                                                                                                                                                                                                                                                            • Restructure node
                                                                                                                                                                                                                                                                                                                                                                                                                              • Transpose node
                                                                                                                                                                                                                                                                                                                                                                                                                                • Field Reorder node
                                                                                                                                                                                                                                                                                                                                                                                                                                  • History node
                                                                                                                                                                                                                                                                                                                                                                                                                                    • Time Intervals node
                                                                                                                                                                                                                                                                                                                                                                                                                                      • Anonymize node
                                                                                                                                                                                                                                                                                                                                                                                                                                        • Reproject node
                                                                                                                                                                                                                                                                                                                                                                                                                                        • Graphs
                                                                                                                                                                                                                                                                                                                                                                                                                                          • Plot node
                                                                                                                                                                                                                                                                                                                                                                                                                                            • Multiplot node
                                                                                                                                                                                                                                                                                                                                                                                                                                              • Time Plot node
                                                                                                                                                                                                                                                                                                                                                                                                                                                • Distribution node
                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Histogram node
                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Collection node
                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Web node
                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Evaluation node
                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Modeling
                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Auto Classifier node
                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Auto Numeric node
                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Auto Cluster node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                • TCM node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Bayes Net node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • C5.0 node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • C&R Tree node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • CHAID node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • QUEST node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Tree-AS node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Random Trees node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Random Forest node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Decision List node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Time Series node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • GenLin node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • GLMM node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • GLE node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Linear node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Linear-AS node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Regression node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • LSVM node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Logistic node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Neural Net node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • KNN node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Cox node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • PCA/Factor node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • SVM node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Feature Selection node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Discriminant node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • SLRM node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Spatio-Temporal Prediction (STP) node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Spatio-Temporal Prediction (STP) model nugget
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Association Rules node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Apriori node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • CARMA node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Sequence node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Kohonen node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Anomaly node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • K-Means node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • TwoStep cluster node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • TwoStep-AS cluster node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Isotonic-AS node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Extension Model node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • K-Means-AS node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • XGBoost Tree node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • XGBoost Linear node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Gaussian Mixture node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • KDE node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • HDBSCAN node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • One-Class SVM node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • MultiLayerPerceptron-AS node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Outputs
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Chart node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Table node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Matrix node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Analysis node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Data Audit node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Transform node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Statistics node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Means node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Report node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Set Globals node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Sim Fit node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Extension Output node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • KDE Simulation node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Export
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Data Asset export node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Text Analytics
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • About text mining
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • How extraction works
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • How categorization works
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Language Identifier node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Text Link Analysis node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Text Mining node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Text Mining model nuggets
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Working with your data
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Flow scripting
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Flow scripting example
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • SQL optimization
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Migrating import and export nodes
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Neural network modeler
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Python client
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Deep learning experiments
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Training runs
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Training definition
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Example
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Coding guidelines
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • 3rd-party libraries
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Running experiments
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Experiment builder
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Using GPUs
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Hyperparameter optimization
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Distributed training
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Distributed deep learning
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Tutorial
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Importing models
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • PMML
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Spark MLlib
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • scikit-learn
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • TensorFlow
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Keras
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Deploying
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Deployment endpoint URL
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Deploying functions
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Implementation details
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Continuous learning
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Decision Optimization Deployment
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • About Decision Optimization
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Model deployment
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • REST API example
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Python client example
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Catalogs
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Administering a catalog
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Creating a catalog
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Managing access to a catalog
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Catalog collaborator permissions
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Changing catalog settings
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Deleting a catalog
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Catalog assets
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Finding and viewing an asset in a catalog
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Adding assets to a catalog
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Adding a file
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Adding a connection
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Discovering data assets from a connection
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Adding data from a connection
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Adding a folder asset from a connection
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Publishing an asset from a project
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Integrating with Information Governance Catalog
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Automatically synchronizing assets with Information Governance Catalog
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Importing assets from Information Governance Catalog
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Fixing import problems
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Downloading data assets
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Editing asset properties
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Controlling access to an asset
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Profiling an asset
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Removing an asset
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Governance
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Example scenarios for data protection
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Restricting access to assets
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Restricting access with policies
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Authorizing some users only
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Hiding data values in asset columns from others
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Categories
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • 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
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Classifications
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Data classes
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • 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
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Adding an Amazon EMR service
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Adding and managing IBM Cloud services
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Overview
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • What's new
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • IBM Watson Studio
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • IBM Watson Knowledge Catalog
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Offering plans
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Feature matrix
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • About assets
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Lineage
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Profiles
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Previews
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Known issues
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • FAQs
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • IBM Watson APIs
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Security
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Keeping your data secure and compliant
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Notices
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Accessibility
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Getting started
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Videos
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Signing up
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Setting up additional account users
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Choosing tools
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • 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
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Exporting projects
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Environments
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Default environments
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Spark environments
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Data Refinery environments
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Creating environments
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Customizing environments
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Changing environments
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Stopping active runtimes
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Runtime usage
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Adding catalog assets to a project
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Leaving a project
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Markdown cheatsheet
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Preparing data
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Adding data to a project
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Adding very large files to a project
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Adding connections to projects
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Connection types
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Controlling access to COS buckets
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Adding connections to legacy projects
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Connection types for legacy projects
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Adding data from a connection
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Adding a folder asset from a connection
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Downloading data assets
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • 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
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Buckets, file paths, and partitions in Cloud Object Storage
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Code operator examples
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Cloud Function operator
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Filter operator examples
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • SPSS model operator
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Geofence operator
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Event Streams (Source) operator
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Streams (Source and Target) operators
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Kafka (Source and Target) operators
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Importing a streams flow
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Editing a streams flow
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Running a streams flow and monitoring its metrics
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Downloading the user log
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Running example streams flow
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Data historian example streams flow
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Clickstream example streams flow
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Tutorials of streams flows
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Tutorial for data historian
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Tutorial for designing and creating a streams flow
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Tutorial for using a predictive model with streaming data
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Tutorial for metrics
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Data science
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Notebooks
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Creating notebooks
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Parts of a notebook
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • The Jupyter and notebook environment
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Libraries and scripts
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Installing custom libraries
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Deep learning libraries for notebooks
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Importing scripts into a notebook
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Coding and running notebooks
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Loading and accessing data in a notebook
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Manually adding the project token
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Using project-lib for Python
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Using Python functions to work with Cloud Object Storage
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Using project-lib for R
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Scheduling a notebook
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • SPSS predictive analytics algorithms
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Data preparation
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Classification and regression
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Clustering
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Forecasting
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Survival analysis
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Score
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Visualizations in notebooks
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Brunel visualizations
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • SPSS model visualizations
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Linear regression
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Logistic regression
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Random trees
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Predictor importance
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Sharing and publishing notebooks
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Sharing notebooks
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Hiding code in a notebook
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Publishing notebooks on GitHub
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Publishing notebooks as a gist
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Decision Optimization
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • What is Decision Optimization?
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Using the Decision Optimization notebooks
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Get the Decision Optimization tutorial
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Upgrading Decision Optimization capabilities
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • DOcplex Python modeling API
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • RStudio
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Analytics Dashboard
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Machine learning & AI models
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Visual Recognition Models
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Image classification with Core ML
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Setting up
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Custom image classification models
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Preparing images
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Training
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Testing
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Retraining
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Moving to a new service instance
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Built-in models
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Developing apps
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Sample images
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Natural Language Classification
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Building a classifier
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Preparing training data
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Training
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Testing
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Retraining
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Notebooks
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Developing apps
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Machine Learning
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Getting started
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Terminology
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Supported frameworks
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Custom components
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • scikit-learn
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • TensorFlow
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Machine Learning plans and runtime usage
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Setting up
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Command line interface
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Cloud object storage
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • IBM Cloud dashboard
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Authentication
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Service credentials
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Examples
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • AutoAI tutorial
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Model builder tutorials
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Binary classification
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Multiclass classification
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Regression
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Machine Learning tutorials
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Model builder
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Neural network modeler
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Experiment builder
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Experiment builder (HPO)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Python client (notebook)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • CLI
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • CLI (HPO)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Deep Learning sample apps
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Deployed function
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Node.js
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Python Flask
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Core ML
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Building models
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Model builder
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Result columns
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • AutoAI
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Building an AutoAI model from sample data
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Building an AutoAI model
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Selecting an AutoAI model
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Deploying an AutoAI model
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • AutoAI implementation details
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Synthesized Neural Networks
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Building Synthesized Neural Network models
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Text training data format
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Image training data format
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Deploying Synthesized Neural Network models
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Testing deployments
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Using deployments
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Deployment payload format
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Downloading NeuNetS models
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Spark MLlib modeler
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • SPSS Modeler
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Nodes palette
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Import
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Data Asset node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • User Input node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Sim Gen node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Record Operations
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Select node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Sample node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Sort node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Balance node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Distinct node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Aggregate node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Merge node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Append node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Streaming Time Series node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • SMOTE node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • RFM Aggregate node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Space-Time-Boxes node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Extension Transform node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Field Operations
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Auto Data Prep node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Type node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Filter node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Derive node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Filler node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Reclassify node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Binning node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • RFM Analysis node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Ensemble node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Partition node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Set to Flag node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Restructure node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Transpose node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Field Reorder node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • History node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Time Intervals node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Anonymize node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Reproject node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Graphs
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Plot node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Multiplot node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Time Plot node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Distribution node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Histogram node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Collection node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Web node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Evaluation node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Modeling
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Auto Classifier node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Auto Numeric node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Auto Cluster node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • TCM node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Bayes Net node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • C5.0 node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • C&R Tree node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • CHAID node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • QUEST node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Tree-AS node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Random Trees node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Random Forest node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Decision List node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Time Series node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • GenLin node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • GLMM node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • GLE node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Linear node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Linear-AS node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Regression node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • LSVM node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Logistic node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Neural Net node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • KNN node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Cox node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • PCA/Factor node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • SVM node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Feature Selection node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Discriminant node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • SLRM node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Spatio-Temporal Prediction (STP) node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Spatio-Temporal Prediction (STP) model nugget
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Association Rules node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Apriori node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • CARMA node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Sequence node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Kohonen node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Anomaly node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • K-Means node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • TwoStep cluster node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • TwoStep-AS cluster node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Isotonic-AS node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Extension Model node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • K-Means-AS node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • XGBoost Tree node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • XGBoost Linear node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Gaussian Mixture node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • KDE node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • HDBSCAN node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • One-Class SVM node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • MultiLayerPerceptron-AS node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Outputs
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Chart node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Table node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Matrix node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Analysis node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Data Audit node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Transform node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Statistics node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Means node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Report node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Set Globals node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Sim Fit node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Extension Output node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • KDE Simulation node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Export
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Data Asset export node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Text Analytics
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • About text mining
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • How extraction works
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • How categorization works
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Language Identifier node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Text Link Analysis node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Text Mining node
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Text Mining model nuggets
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Working with your data
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Flow scripting
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Flow scripting example
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • SQL optimization
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Migrating import and export nodes
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Neural network modeler
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Python client
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Deep learning experiments
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Training runs
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Training definition
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Example
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Coding guidelines
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • 3rd-party libraries
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Running experiments
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Experiment builder
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Using GPUs
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Hyperparameter optimization
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Distributed training
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Distributed deep learning
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Tutorial
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Importing models
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • PMML
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Spark MLlib
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • scikit-learn
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • TensorFlow
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Keras
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Deploying
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Deployment endpoint URL
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Deploying functions
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Implementation details
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Continuous learning
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Decision Optimization Deployment
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • About Decision Optimization
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Model deployment
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • REST API example
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Python client example
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Catalogs
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Administering a catalog
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Creating a catalog
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Managing access to a catalog
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Catalog collaborator permissions
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Changing catalog settings
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Deleting a catalog
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Catalog assets
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Finding and viewing an asset in a catalog
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Adding assets to a catalog
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Adding a file
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Adding a connection
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Discovering data assets from a connection
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Adding data from a connection
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Adding a folder asset from a connection
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Publishing an asset from a project
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Integrating with Information Governance Catalog
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Automatically synchronizing assets with Information Governance Catalog
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Importing assets from Information Governance Catalog
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Fixing import problems
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Downloading data assets
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • Editing asset properties
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • Controlling access to an asset
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Profiling an asset
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Removing an asset
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • Governance
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Example scenarios for data protection
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Restricting access to assets
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • Restricting access with policies
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • Authorizing some users only
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Hiding data values in asset columns from others
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • Categories
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • 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
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • Classifications
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • Data classes
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • 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
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • 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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