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MLOps Academy · Lesson

Promote or Roll Back the Winner

Ship the better model or revert cleanly.

The Test Is Over

Your A/B test has run its full window and the numbers are in. Now comes the decision: promote the challenger or roll it back to the champion. 🚦

Decide Against Your Plan

Pull up the success criteria you wrote before the test. The challenger wins only if it beats the threshold on the primary metric and breaks no guardrail.

All lessons in this course

  1. Split Traffic Between Model Versions
  2. Pick Metrics That Matter
  3. Read Significance Without Fooling Yourself
  4. Promote or Roll Back the Winner
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