Fairness and Bias Testing - Ramfel2022/IYAI-LTD GitHub Wiki

Fairness & Bias Testing Guide

All IYAI models must undergo fairness evaluation using the following:

⚖️ Metrics

  • Demographic Parity
  • Equalized Odds
  • Disparate Impact Ratio

Tools

  • Custom IYAI Bias Index Calculator (comming soon)

💡 Steps

  1. Define sensitive groups.
  2. Analyze disparities in model output.
  3. Document findings in the model audit log.