AI Bias & Fairness Audit

AI Bias & Fairness Audit – Retail Object Detection Model

My role: AI Bias & Fairness Auditor | ML Risk & Compliance Analyst

Project description: Conducted a full AI Bias & Fairness audit on a retail object detection model using demographic evaluation (gender-based analysis). Measured Disparate Impact, Statistical Parity, Equal Opportunity Difference, and performed statistical significance testing (Chi-Square). Identified category-specific bias and business risk impact. Implemented mitigation via threshold calibration and reweighting. Delivered a professional compliance-ready report with risk matrix and mitigation roadmap.