Deep Learning and Physics

iebukes Springer 231 次浏览 没有评论
Deep Learning and Physics Front Cover

Deep Learning and Physics

by Akinori Tanaka, Akio Tomiya, Koji Hashimoto
  • Length: 220 pages
  • Edition: 1
  • Publisher: Springer
  • Publication Date: 2021-02-21
  • ISBN-10: 9813361077
  • ISBN-13: 9789813361072
  • Sales Rank: #8571088 (See Top 100 Books)
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.

下载地址:

Deep Learning and Physics

 

 亲,网盘文件已删,下载链接已失效


因为,我,失业了!于是我老家十八线小县城找了份掏下水道的工作。。。
 
为了生活
 
我决定将iebueks电子网站由免费改为赞助入群:
 
一年45元
 
从百度网盘群满之日算起。
 
这45元除了最新的英文IT电子书,还包括:

免费找书服务,中文英文皆可

国内出版社出版的中文电子书  
中文电子书
2022年公考资料
2022年公考资料
2023年考研学习资料
2023年考研学习资料
人人素材网各种视频素材模板以及中文字幕教程
人人素材网

入群指南


扫描下面二维码关注微信公众号获取资源

微信公众号二维码

发表评论

您的电子邮箱地址不会被公开。 必填项已用*标注

Go