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Glossary: ML Beyond the Basics

Leakage from the future

Also written: leakage, future leakage, leak

A feature that uses information from after the snapshot date, such as counting a customer's total rows in the file. It makes validation scores look great but fails on real new data, and a time split can't catch it.

Where the book teaches it

Related terms

Time-based splitSnapshot