Feature Engineering

Scikit-learn Pipelines and FeatureUnions

Zac Stewart's deep dive into composing scikit-learn Pipelines and FeatureUnions — showing how to chain preprocessing steps, branch feature transformations, and combine them back together while preventing data leakage. The definitive 2014 guide to production-ready sklearn code.