Name: Generative AI and Stochastic Thermodynamics: A Tale of Free Energies
Brand: Cambridge University Press
Author: Max Welling
ISBN: 9781009709064

Generative AI and Stochastic Thermodynamics: A Tale of Free Energies

by Max Welling

$112.99Hardcover

In stock, ships in 1-2 business days

Free standard shipping on orders over $40. ISBN 9781009709064

Formats and editions

About this book

Originating from lectures delivered at the African Institute of Mathematical Sciences, this book presents a unifying perspective on traditional and modern methods in generative AI and stochastic thermodynamics. By relating the core topics in machine learning to the notion of (variational) free-energy, a bridge is built between methods such as latent variable models, variational auto-encoders, optimal control, optimal transport, normalizing flows and diffusion models and concepts such as entropy production and fluctuation theorems in stochastic thermodynamics. Structured into three main parts, the book commences by setting up the required mathematical and statistical physics preliminaries needed to make it broadly accessible. The largest part of the book then focuses on building intuition of major advances in generative AI by considering discrete time processes and their relationship to topics in stochastic thermodynamics. Finally, the authors take a short excursion to the continuous time domain for the more advanced learner.