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books
| book details |
Generative AI and Stochastic Thermodynamics: A Tale of Free Energies
By (author) Max Welling, By (author) Sirui Lu, By (author) Lars Holdijk
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| on special |
normal price: R 3 021.95
Price: R 2 719.95
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| book description |
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.
| product details |
Normally shipped |
Publisher | Cambridge University Press
Published date | 31 Jul 2026
Language |
Format | Hardback
Pages | 307
Dimensions | 0 x 0 x 0mm (L x W x H)
Weight | 0g
ISBN | 978-1-0097-0906-4
Readership Age |
BISAC | computers / artificial intelligence
| other options |
Normally shipped |
Readership Age |
Normal Price | R 3 733.95
Price | R 3 359.95
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Matt Dinniman
Paperback / softback
480 pages
was: R 523.95
now: R 461.95
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An epic love story with the pulse of a thriller that asks: what would you risk for a second chance at first love?
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