What is concept drift and how do you handle it?hard

Type
scenario
Topic
is-concept-drift-and-how-do-you-handle-it
Frequency
common
Tags
mlops, what, concept, drift, and, how
Answer

Concept drift is when the statistical relationship between features and target changes over time.

Explanation

Concept drift is when the statistical relationship between features and target changes over time. Detect with PSI on feature distributions, model performance monitoring on recent windows, or KS test. Handle by retraining periodically, using a sliding window of recent data, or building an ensemble that weights recent data more.

Follow-upCan you give a production example?