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9. Create New Feature List

In the previous tutorials, you successfully created three feature lists, which are now available in the Catalog.

In this tutorial, you will learn to create a new feature list by:

  • Combining two existing feature lists.
  • Adding individual features from the Feature Catalog to address missing themes.

Step 1: Review Existing Feature Lists

  1. Navigate to the Feature List catalog under the 'Experiment' section of the menu. Confirm that the three features lists you previously created are listed in the Catalog. Name

  2. Click on the 'SHAP selection from Semi-Automated Mode' feature list. Name

  3. Go to the 'Features' tab to examine the features in the list. Name

  4. Navigate to the 'Themes' tab to examine signal types missing from the feature list. Once you’re done, close the window. Name

Step 2: Combine Two Feature Lists

In this step, you will combine the 'SHAP selection from Semi-Automated Mode' and 'Rule-based selection from Semi-Automated Mode' feature lists.

  1. Add the 'Rule-based selection from Semi-Automated Mode' features to the Feature List Builder by clicking Plus Button. Name

  2. Similarly, add the 'SHAP selection from Semi-Automated Mode' features by clicking Plus Button. Name

Step 3: Add Individual Features

Now, you will review missing themes, add top features from these themes, and save the Feature List.

  1. Review the Builder's suggestions by clicking Theme Suggestions in the Suggestion section section at the bottom of the Feature List Builder. Name

  2. Click on Show Features CLIENT/CONSUMER LOAN STATUS/STATS theme to explore features associated with this theme. Add CLIENT_Max_of_Consumer_Loan_terminations_Consumer_Loan_Application-Credit_Differences_104w. Name

  3. Review the Feature List by clicking Name and save it by clicking Save List Button Name

  4. Confirm the new Feature List is part of the Catalog. Name