Home : Book details

Deep Learning and Physics free ebook download

Category:
Physics

Views: 1111
Likes: 96

Catalogue

Author(s):	Akinori Tanaka, Akio Tomiya, Koji Hashimoto

Date:	2021-02-21	Format:	PDF	Language:	English	ISBN/ASIN:	9813361077
Pages:	215	OCR:		Quality:		ISBN13:
Uploader:	stirkout	Upload Date:	2/21/2021 8:06:06 PM

To download click on link in the Links Table below

Description: Click to see full 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.

Links Table

	Title	Link	Password	Size (MB)	Thank to	Inform Admin
2969097	Book	https://nitroflare.com/view/FECCE34A6187...		22.78	stirkout

Tags: Deep Learning Physics

Title	Link	Password	Size	Reason

Those who downloaded this book also downloaded the following books:
Comments

New comment:

Deep Learning and Physics free ebook download

Category: Physics

Description: Click to see full description

Category:
Physics