Standard imputers#

The public stable namespace exports SimpleImputer and MissingIndicator with scikit-learn-compatible estimator behavior. They are the default choice when a simple per-feature strategy or missingness indicator is sufficient.

Use standard imputers when approximate neighbor indexing would add operational complexity without a measured benefit. Keep preprocessing fit strictly on the training partition to avoid data leakage.