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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). Skater provides a wide range of algorithms that can be used for visual interpretation (e.g. Conference on Knowledge Discovery and Data Mining, pp.

Modeling 139