How do AI systems handle concept drift over time?
Reviewed by Jason Burns, Editorial Steward · Last updated
AI systems handle concept drift — the shifting relationship between inputs and outputs — with continuous monitoring of input and output distributions, scheduled or triggered retraining on recent data, and version-controlled rollout of new models with rollback.