Automated Feature Selection

This component applies an embedded feature selection algorithm. By default, a Random forest is used as model which could be changed inside the component.

Input ports

1. Type: Table
   Train Data
   The algorithm will be performed on the train data.
2. Type: Table
   Test Data
   The same columns that are filtered out for the train data will be filtered out for the test data.

Output ports

1. Type: Table
   Selected Train Data
   The selected, i.e., filtered, train data.
2. Type: Table
   Selected Test Data
   The selected, i.e., filtered, test data.
3. Type: Table
   Metrics
   Performance metrics of the selected feature set.
4. Type: Workflow Port Object
   Deployment
   A workflow port object that allows to deploy the performed actions.