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Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control
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Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control
Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control
artikal br.: 226314202

Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control

86% of respondents would recommend this to a friend

artikal br.: 226314202

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RSD 10573

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Shop Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control online at a best price in Serbia. 1009098489
  • Data-driven discovery is revolutionizing how we model, predict, and control complex systems. Now with Python and MATLAB®, this textbook trains mathematical scientists and engineers for the next generation of scientific discovery by offering a broad overview of the growing intersection of data-driven methods, machine learning, applied optimization, and classical fields of engineering mathematics and mathematical physics. With a focus on integrating dynamical systems modeling and control with modern methods in applied machine learning, this text includes methods that were chosen for their relevance, simplicity, and generality. Topics range from introductory to research-level material, making it accessible to advanced undergraduate and beginning graduate students from the engineering and physical sciences. The second edition features new chapters on reinforcement learning and physics-informed machine learning, significant new sections throughout, and chapter exercises. Online supplementary material – including lecture videos per section, homeworks, data, and code in MATLAB®, Python, Julia, and R – available on databookuw.com.
Publisher Cambridge University Press
Publication date 5 May 2022
Edition 2nd
Language English
Print length 550 pages
ISBN-10 1009098489
ISBN-13 978-1009098489
Item weight 1.39 kg
Dimensions 17.78 x 3.18 x 25.4 cm

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Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control

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