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Interpreting Model Decisions Clearly

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The question is on your right: Interpreting Model Decisions Clearly. Take a moment with it first.

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Problem

Scenario

You have a model that is performing well enough to be used by analysts, but stakeholders are asking how they can trust its decisions. The team wants explanations that are understandable, consistent, and useful for reviewing individual predictions as well as overall behavior.

Question

How do you ensure that your machine learning models are interpretable?