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
- Define sensitive groups.
- Analyze disparities in model output.
- Document findings in the model audit log.