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

672 kr
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6 - 8 hverdage

Om denne bog
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.
Product detaljer
Sprog:
Engelsk
Sider:
614
ISBN-13:
9781009098489
Indbinding:
Hardback
Udgave:
ISBN-10:
1009098489
Udg. Dato:
5 maj 2022
Længde:
33mm
Bredde:
261mm
Højde:
185mm
Forlag:
Cambridge University Press
Oplagsdato:
5 maj 2022
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