Glossary
Data leakage (ML) — Glossary
Improperly sharing information between training and evaluation that inflates metrics.
Full definition
Leakage includes using future data, fitting scalers on the full dataset before splitting, or duplicates across train and test. It produces falsely optimistic deployment expectations.