A Pipeline chains preprocessing steps and the final estimator.

A Pipeline chains preprocessing steps and the final estimator. Each step implements fit/transform; the last step implements fit/predict. Benefits: prevents leakage (fit on train, transform on test within CV), cleaner code, easy serialization with joblib, and direct deployment. Nest ColumnTransformer inside pipelines for mixed-type data.