TherML: The Thermodynamics of Machine Learning

Alex Alemi
(2018)

Abstract

In this preliminary and speculative work, we offer a unique perspective and framework to think
about a wide class of existing objectives in Machine Learning. We discuss its implications, and
identify some formal connections to Thermodynamics.

Research Areas