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Glossary: ML Beyond the Basics

Adversarial validation

A drift check where you train a classifier to tell old rows (label 0) from new rows (label 1), such as Kettle & Crane's history against September. A cross-validated ROC AUC near 0.5 means the two look alike, and a higher AUC means they differ.

Where the book teaches it

Related terms

Data driftPipeline driftPopulation stability index (PSI)