ML Testing
AI Bias Testing: How to Detect and Measure Fairness Issues in ML Models
ML models trained on historical data inherit historical biases. A hiring model trained on past decisions might discriminate by gender. A credit scoring model might perpetuate racial bias from historical lending practices. A medical risk model might underperform for underrepresented demographic groups. Testing for bias isn't optional — it&