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Evaluate Model Bias Rigorously

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Your question is Evaluate Model Bias Rigorously. Take a moment with it on the right.

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Problem

Scenario

Your team wants a clear way to assess whether a model treats different groups unfairly. You need to separate real bias signals from noise, and explain how you would test for disparities in model behavior across groups.

Question

How would you evaluate whether an AI model is biased, and what metrics or tests would you use?