--- title: "Fairness Audit" type: concept tags: [responsible-ai, fairness, ml-ops] sources: [specialized-model-qa] last_updated: 2026-04-20 --- ## Definition 公平性审计用于评估模型是否对受保护群体产生系统性偏差。 ## Common Checks - Demographic parity - Equalized odds - Performance by subgroup - Error-rate disparities ## Use in Model QA - 识别不公平影响 - 评估不同群体的风险差异 - 作为治理与修复建议的依据 ## Related Concepts - [[Model Audit]] - [[SHAP Analysis]]