6

Lesson 6 of 20 ยท Learning from Examples

Bias and fairness metrics

Fairness metrics include demographic parity, equalized odds, and calibration. No single metric captures all aspects of fairness โ€” tradeoffs exist.

  • Multiple fairness metrics exist.
  • Tradeoffs between metrics are unavoidable.

Think about it

What is contrastive learning?

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