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

Domino Data Lab

Joint training, for example, adds an additional “explanation task” to the original problem and trains the system to solve the two “jointly” (see Bahdanau, 2014). For this demo we’ll use the freely available Statlog (German Credit Data) Data Set, which can be downloaded from Kaggle. Ribeiro, M.

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