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MLOps Academy · Lesson

Read Significance Without Fooling Yourself

Run the test long enough to trust the result.

Noise Looks Like Signal

Early in a test, the challenger might look amazing purely by luck. Statistical significance is how you tell a real effect from random noise. 🎲

What a p-value Means

A p-value estimates the chance of seeing your result if the two models were truly equal. A small p-value means the gap is unlikely to be pure luck.

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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