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MLOps Academy · Lesson

Keep a Human in the Loop

Add approval steps for high-stakes models.

Automation Has Limits

Full auto-promotion is great until a model affects money, safety, or people. For high stakes, keep a human in the loop before anything ships.

Human-in-the-Loop

Human-in-the-loop means a person reviews and approves a key step. The pipeline pauses and waits for a deliberate yes.

All lessons in this course

  1. Schedule vs Trigger-Based Retraining
  2. Orchestrate Retraining with Airflow
  3. Auto-Promote Only If It Beats Baseline
  4. Keep a Human in the Loop
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