Feature Engineering in Scikit-Learn: A KDnuggets Cheat Sheet

This article explains how integrating feature engineering steps within scikit-learn Pipelines prevents data leakage and improves model validation. It highlights key tools like ColumnTransformer, SimpleImputer, and GridSearchCV for robust preprocessing and tuning.