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MLOps Academy · Lesson

Pick Metrics That Matter

Choose business KPIs, not just offline accuracy.

Accuracy Is Not the Goal

A challenger can win on offline accuracy yet lose money. The metric that decides your A/B test should be the business outcome you actually care about. 💡

Offline vs Online Metrics

Offline metrics like F1 or AUC come from a static test set. Online metrics come from live user behavior, and only those tell you the real production impact.

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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