#preprocessing

Pipeline with ColumnTransformer versus Standalone ColumnTransformer for Repeatable Mixed-Type Preprocessing

Goal: ensure repeatable preprocessing pipeline that handles numeric and categorical features while preserving ability to inspect feature importance after training. Constraint: need to avoid data leakage during cross-validation and maintain consistent transformation across folds. Uncertainty: whether embedding ColumnTransformer inside a Pipeline offers any ad