Provides actions for automating data science workflows, including automatic machine learning pipeline exploration, execution and ranking.
| Action Name | Description |
|---|---|
| analyzeMissingPatterns | Missing pattern analysis |
| detectInteractions | Variable interaction detection and ranking |
| dsAutoMl | Automated machine learning pipeline exploration, execution and ranking. |
| exploreCorrelation | Explore linear and nonlinear correlation among the variables. |
| exploreData | Exploration, automatic variable analysis and grouping using comprehensive statistical profiling of the variables. |
| featureMachine | Automated feature transformation and generation engine |
| generateShadowFeatures | Generate shadow features. |
| screenVariables | Screens noise variables and variables that need special transformations to be useful in the downstream analytics. |
| selectFeatures | Feature selection |