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MLOps Academy · Lesson

Wire Drift Alerts to Retraining

Trigger pipelines from a drift signal automatically.

Close the Loop

Detecting drift is only half the job. The payoff comes when a drift signal automatically triggers a retraining pipeline instead of waiting for a human. 🔁

From Signal to Action

Your monitor already produces a drift score. The next step is turning a threshold breach into an event that some system can listen for and react to.

All lessons in this course

  1. Univariate vs Multivariate Drift
  2. Monitor Performance with Delayed Labels
  3. Tune Windows to Cut False Alarms
  4. Wire Drift Alerts to Retraining
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