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Ethics
2 posts
Ethics8 minFairness Auditing in Practice: How to Actually Audit a Model — and Why Most Audits Are Theatre
The operational version of a fairness audit: what to do when you may not hold the protected attribute, how to choose a metric knowing the impossibility results, how large a subgroup must be before the estimate means anything, and how to write the report.
Ethics3 minBias and Fairness in AI: Why Models Discriminate
Bias usually comes from the data and the problem definition rather than the model. Historical bias, representation gaps, fairness metrics, and why those metrics contradict each other.