Practical Tips - shivamvats/notes GitHub Wiki
Feature Engineering
- Bucketing: Transform a continuous feature into buckets (with similar values in the same bucket) to make it easier for say a linear model to learn the mapping.
- Feature Crossing: Combine features such that the combination is more informative. Motivation: a linear model can't combine (multiply) features.