Instruction: Describe the criteria and processes you use to evaluate the success of explainability methods applied to AI models.
Context: This question explores the candidate's methodological approach to validating the impact of explainability techniques, highlighting their analytical skills.
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The way I'd approach it in an interview is this: I assess it by asking three questions. Is it faithful to the underlying model, is it understandable to the intended audience, and does it help people make better decisions about the system?
That means I want both technical...
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