Deep Learning for Physics Research (Paperback)

Deep Learning for Physics Research By Martin Erdmann, Jonas Glombitza, Gregor Kasieczka Cover Image
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Description


A core principle of physics is knowledge gained from data. Thus, deep learning has instantly entered physics and may become a new paradigm in basic and applied research.


This textbook addresses physics students and physicists who want to understand what deep learning actually means, and what is the potential for their own scientific projects. Being familiar with linear algebra and parameter optimization is sufficient to jump-start deep learning.


Adopting a pragmatic approach, basic and advanced applications in physics research are described. Also offered are simple hands-on exercises for implementing deep networks for which python code and training data can be downloaded.

Product Details
ISBN: 9789811285325
ISBN-10: 9811285322
Publisher: World Scientific Publishing Company
Publication Date: November 2nd, 2023
Pages: 340
Language: English