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Task-specific evaluation metrics

Choose evaluation measures that reflect the consequences of model errors.

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Where this chapter sits in the course

Lessons

Chapter 28 of 43 · 6 short lessons · 23 min
  1. 1Metrics and error costs3 min
  2. 2Classification threshold selection4 min
  3. 3Metrics for imbalanced classification3 min
  4. 4Probability calibration4 min
  5. 5Group-level evaluation3 min
  6. 6Challenge: Task-specific evaluation metrics6 min

What you'll learn

  • Choose metrics and thresholds that reflect intended use
  • Assess calibration and differences across groups

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