MATLAB and Simulink Based Books

Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control, 2nd edition

Data-driven discovery is revolutionizing how we model, predict, and control complex systems. Now with MATLAB, Data-Driven Science and Engineering 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. 

About This Book

Steven L. Brunton, University of Washington
J. Nathan Kutz, University of Washington

Cambridge University Press, 2022

ISBN: 9781009089517
Language: English

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