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Artificial intelligence should create transparency in a complex world. As our sophisticated systems exhibit more unexpected and emergent behavior, I believe the focus of machine learning should shift to machine explanation: the development of methods that reveal the patterns and strategies our algorithms find, so that programmers and users can retain agency.