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Explaining black-box models using attribute importance, PDPs, and LIME

Domino Data Lab

Because of its architecture, intrinsically explainable ANNs can be optimised not just on its prediction performance, but also on its explainability metric. In this article we’ll use Skater , a freely available framework for model interpretation, to illustrate some of the key concepts above. Ribeiro, M. Guestrin, C.,

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