Deep Leaing and Computational Physics

by: Deep Ray (Author),Orazio Pinti(Author),Assad A. Oberai(Author)&0more

Publisher: Springer

Edition: 2024th

Publication Date: 2024/6/7

Language: English

Print Length: 168 pages

ISBN-10: 3031593448

ISBN-13: 9783031593444

Book Description

The main objective of this book is to introduce a student who is familiar with elementary math concepts to select topics in deep leaing. It exploits strong connections between deep leaing algorithms and the techniques of computational physics to achieve two important goals. First, it uses concepts from computational physics to develop an understanding of deep leaing algorithms. Second, it describes several novel deep leaing algorithms for solving challenging problems in computational physics, thereby offering someone who is interested in modeling physical phenomena with a complementary set of tools. It is intended for senior undergraduate and graduate students in science and engineering programs. It is used as a textbook for a course (or a course sequence) for senior-level undergraduate or graduate-level students.

About the Author

The main objective of this book is to introduce a student who is familiar with elementary math concepts to select topics in deep leaing. It exploits strong connections between deep leaing algorithms and the techniques of computational physics to achieve two important goals. First, it uses concepts from computational physics to develop an understanding of deep leaing algorithms. Second, it describes several novel deep leaing algorithms for solving challenging problems in computational physics, thereby offering someone who is interested in modeling physical phenomena with a complementary set of tools. It is intended for senior undergraduate and graduate students in science and engineering programs. It is used as a textbook for a course (or a course sequence) for senior-level undergraduate or graduate-level students.