How do you ensure the fairness and ethical use of machine learning models?

Instruction: Describe the measures and considerations to ensure that machine learning models are used ethically and fairly.

Context: This question assesses the candidate's awareness of the ethical implications of machine learning and their ability to implement responsible AI practices.

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The way I'd approach it in an interview is this: I try to handle fairness and ethics as part of the product and deployment design, not just the modeling stage. That means defining which harms matter, which groups may be affected differently, what...

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