TherML: Thermodynamics of Machine Learning

07/11/2018

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by   Alexander A. Alemi, et al.

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In this work we offer a framework for reasoning about a wide class of existing objectives in machine learning. We develop a formal correspondence between this work and thermodynamics and discuss its implications.