Akinori Tanaka

(Author)

Deep Learning and Physics (2021)Paperback - 2021, 22 February 2022

Deep Learning and Physics (2021)
Qty
1
Turbo
Ships in 2 - 3 days
In Stock
Free Delivery
Cash on Delivery
15 Days
Free Returns
Secure Checkout
Buy More, Save More
Part of Series
Mathematical Physics Studies
Print Length
207 pages
Language
English
Publisher
Springer
Date Published
22 Feb 2022
ISBN-10
9813361107
ISBN-13
9789813361102

Description

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 provides progress 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.

Product Details

Authors:
Akinori TanakaAkio TomiyaKoji Hashimoto
Book Edition:
2021
Book Format:
Paperback
Country of Origin:
NL
Date Published:
22 February 2022
Dimensions:
23.39 x 15.6 x 1.19 cm
ISBN-10:
9813361107
ISBN-13:
9789813361102
Language:
English
Location:
Singapore
Pages:
207
Publisher:
Weight:
317.51 gm

Related Categories


Need Help?
+971 6 731 0280
support@gzb.ae

About UsContact UsPayment MethodsFAQsShipping PolicyRefund and ReturnTerms of UsePrivacy PolicyCookie Notice

VisaMastercardCash on Delivery

© 2024 White Lion General Trading LLC. All rights reserved.