Deep Learning and Physics

Akinori Tanaka

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Language: English

Published by Springer, Springer Feb 2022, 2022

9813361107 / 9789813361102

Series: Book 23 of 24 - Mathematical Physics Studies

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Seller: BuchWeltWeit Ludwig Meier e.K., Bergisch Gladbach, GermanyBuchWeltWeit Ludwig Meier e.K.

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This item is printed on demand - it takes 3-4 days longer - Neuware -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. 224 pp. Englisch.…

Seller Inventory # 9789813361102

Title
Deep Learning and Physics
Author
Akinori Tanaka
Publisher
Springer, Springer Feb 2022
Publication year
2022
Condition
Neu
Binding
Taschenbuch
Language
English
ISBN 10
9813361107
ISBN 13
9789813361102
Item weight
347 grams
Dimensions
235x155x13 mm
Series
Book 23 of 24: Mathematical Physics Studies

BuchWeltWeit Ludwig Meier e.K.

Bergisch Gladbach, Germany

5-star seller

AbeBooks seller since January 11, 2012

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BuchWeltWeit Ludwig Meier e.K.

Germany