MLOps Academy · Lesson

Split Traffic Between Model Versions

Route a percentage of requests to a challenger.

Two Models, One Live Test

You have a new model you believe is better. Instead of guessing, you let real traffic decide. An A/B test runs both models side by side on live users. 🔬

Champion and Challenger

The current model in production is your champion. The new candidate you want to prove is the challenger. The test sees if the challenger truly beats the champion.

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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