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Deep Learning for Physics Research by Martin Erdmann

Deep Learning for Physics Research

by Martin Erdmann
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Book cover type: Hardcover
  • ISBN13: 9789811237454
  • Binding: Hardcover
  • Subject: N/A
  • Publisher: World Scientific Publishing Company
  • Publisher Imprint: World Scientific Publishing Company
  • Publication Date:
  • Pages: 300
  • Original Price: USD 98.0
  • Language: English
  • Edition: N/A
  • Item Weight: 622 grams
  • BISAC Subject(s): Physics / Mathematical & Computational, Data Science / Machine Learning, and Physics / Condensed Matter

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.

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