Tune Windows to Cut False Alarms
Balance sensitivity against alert fatigue.
Drift Alerts Can Cry Wolf
A drift monitor that fires constantly is worse than none, because people stop reading it. Cutting false alarms is what makes drift detection actually usable. 🐺
The Window Idea
Drift is measured over a window of recent data compared to your reference. How wide that window is shapes how jumpy or steady your alerts become.
All lessons in this course
- Univariate vs Multivariate Drift
- Monitor Performance with Delayed Labels
- Tune Windows to Cut False Alarms
- Wire Drift Alerts to Retraining