Out-of-Distribution Detection and Data Drift Monitoring using Statistical Process Control

Ghada Zamzmi, Kesavan Venkatesh, Brandon Nelson +4

Background: Machine learning (ML) methods often fail with data that deviates from their training distribution. This is a significant concern for ML-enabled devices in clinical sett…