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دانلود کتاب Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control 2nd Edition by Steven L. Brunton

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.

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Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control 2nd Edition by Steven L. Brunton PDF

نویسنده: Steven L. Brunton


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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.

نویسنده

Steven L. Brunton

سال

2022

زبان

English

فرمت فایل

TRUE PDF

تعداد صفحات

616

ISBN10

1009098489

ISBN13

978-1009098489

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دانلود کتاب Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control 2nd Edition by Steven L. Brunton

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نویسنده

Steven L. Brunton

سال

2022

زبان

English

فرمت فایل

TRUE PDF

تعداد صفحات

616

ISBN10

1009098489

ISBN13

978-1009098489