Lecture 13: Feature engineering and selection
Feature engineering, interaction features, numeric transformations, model-based selection, RFE
Slides
Outline
- Motivation for feature engineering
- Interaction features and feature crosses
- Numeric feature engineering: ratios and binning
- Motivation for feature selection
- Model-based selection and recursive feature elimination (RFE)
- Evaluating feature decisions with cross-validation