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Deep Learning and Physics (Mathematical Physics Studies) book cover by Akinori Tanaka, Akio Tomiya, Koji Hashimoto
Paperback

Deep Learning and Physics (Mathematical Physics Studies)

by Akinori Tanaka, Akio Tomiya and Koji Hashimoto

$79.19 / copy at 25+ copies As low as $77.39 at 100+Your best volume price

Paperback · 207 pages Springer Nature Singapore · 2022

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About the book

Deep Learning and Physics (Mathematical Physics Studies)

What is deep learning for those who study physics? Is it completely different from physics? Or is it similar? 

In recent years, machine learning, including deep learning, has begun to be used in various physics studies. Why is that? Is knowing physics useful in machine learning? Conversely, is knowing machine learning useful in physics? 

This book is devoted to answers of these questions. Starting with basic ideas of physics, neural networks are derived naturally. And you can learn the concepts of deep learning through the words of physics.

In fact, the foundation of machine learning can be attributed to physical concepts. Hamiltonians that determine physical systems characterize various machine learning structures. Statistical physics given by Hamiltonians defines machine learning by neural networks. Furthermore, solving inverse problems in physics through machine learning and generalization essentially providesprogress and even revolutions in physics. For these reasons, in recent years interdisciplinary research in machine learning and physics has been expanding dramatically. 

This book is written for anyone who wants to learn, understand, and apply the relationship between deep learning/machine learning and physics. All that is needed to read this book are the basic concepts in physics: energy and Hamiltonians. The concepts of statistical mechanics and the bracket notation of quantum mechanics, which are explained in columns, are used to explain deep learning frameworks.

We encourage you to explore this new active field of machine learning and physics, with this book as a map of the continent to be explored.



The book, Deep Learning and Physics (Mathematical Physics Studies) [Bulk, Wholesale, Quantity] ISBN#9789813361102 in Paperback by Akinori Tanaka, Akio Tomiya, Koji Hashimoto may be ordered in bulk quantities. Minimum starts at 25 copies. Availability based on publisher status and quantity being ordered.

Details

Publisher
Springer Nature Singapore
Authors
Akinori Tanaka, Akio Tomiya, Koji Hashimoto
Format
Paperback
Published
Feb 22, 2022
ISBN-13
9789813361102
Pages
207
Printing
Printed on demand
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Deep Learning and Physics (Mathematical Physics Studies) in bulk: pricing

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CopiesPrice per copyYou save
25 – 49 $79.19 12% off list
50 – 99 $78.29 13% off list
100+ $77.39 14% off list
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