{"product_id":"data-driven-science-and-engineering-machine-learning-dynamical-systems-and-control-hardback-9781009098489","title":"Data-Driven Science and Engineering; Machine Learning, Dynamical Systems, and Control (Hardback) 9781009098489","description":"\u003cfont face=\"Georgia\"\u003e\r\n\u003cp\u003e\u003cfont size=\"6\"\u003eData-Driven Science and Engineering\u003c\/font\u003e\u003cbr\u003e\r\n\u003cfont size=\"5\"\u003eMachine Learning, Dynamical Systems, and Control\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cem\u003eA textbook covering data-science and machine learning methods for modelling and control in engineering and science, with Python and MATLAB®.\u003c\/em\u003e\u003c\/p\u003e\r\n\r\n\r\n\u003cp\u003e\u003cfont size=\"4\"\u003eSteven L. Brunton (Author), J. Nathan Kutz (Author)\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003e9781009098489, Cambridge University Press\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003eHardback, published 5 May 2022\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003e614 pages\u003cbr\u003e25.9 x 18.3 x 3.1 cm, 1.4 kg\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\r\n\r\n\u003cp align=\"justify\"\u003e\u003cem\u003e\u003cfont size=\"3\"\u003e'This is a must read for those who are interested in understanding what machine learning can do for dynamical systems! Steve and Nathan have done an excellent job in bringing everyone up to speed to the modern application of machine learning on these complex dynamical systems.' Shirley Ho, Flatiron Institute\/New York University\u003c\/font\u003e\u003c\/em\u003e\u003c\/p\u003e\r\n\r\n\u003cp align=\"justify\"\u003e\u003cstrong\u003e\u003cfont size=\"3\"\u003eData-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.\u003c\/font\u003e\u003c\/strong\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003ePart I. Dimensionality Reduction and Transforms: 1. Singular Value Decomposition\u003cbr\u003e 2. Fourier and Wavelet Transforms\u003cbr\u003e 3. Sparsity and Compressed Sensing\u003cbr\u003e Part II. Machine Learning and Data Analysis: 4. Regression and Model Selection\u003cbr\u003e 5. Clustering and Classification\u003cbr\u003e 6. Neural Networks and Deep Learning\u003cbr\u003e Part III. Dynamics and Control: 7. Data-Driven Dynamical Systems\u003cbr\u003e 8. Linear Control Theory\u003cbr\u003e 9. Balanced Models for Control\u003cbr\u003e Part IV. Advanced Data-Driven Modeling and Control: 10. Data-Driven Control\u003cbr\u003e 11. Reinforcement Learning\u003cbr\u003e 12. Reduced Order Models (ROMs)\u003cbr\u003e 13. Interpolation for Parametric ROMs\u003cbr\u003e 14. Physics-Informed Machine Learning.\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003eSubject Areas: Signal processing [\u003ca title=\"See our other books on Signal processing\" href=\"https:\/\/freshlyprintedbooks.co.uk\/search?q=%22Signal%20processing%20%5BUYS%5D%22\"\u003eUYS\u003c\/a\u003e], Machine learning [\u003ca title=\"See our other books on Machine learning\" href=\"https:\/\/freshlyprintedbooks.co.uk\/search?q=%22Machine%20learning%20%5BUYQM%5D%22\"\u003eUYQM\u003c\/a\u003e], Mathematical theory of computation [\u003ca title=\"See our other books on Mathematical theory of computation\" href=\"https:\/\/freshlyprintedbooks.co.uk\/search?q=%22Mathematical%20theory%20of%20computation%20%5BUYA%5D%22\"\u003eUYA\u003c\/a\u003e], Automatic control engineering [\u003ca title=\"See our other books on Automatic control engineering\" href=\"https:\/\/freshlyprintedbooks.co.uk\/search?q=%22Automatic%20control%20engineering%20%5BTJFM%5D%22\"\u003eTJFM\u003c\/a\u003e], Mathematical physics [\u003ca title=\"See our other books on Mathematical physics\" href=\"https:\/\/freshlyprintedbooks.co.uk\/search?q=%22Mathematical%20physics%20%5BPHU%5D%22\"\u003ePHU\u003c\/a\u003e], Mathematical modelling [\u003ca title=\"See our other books on Mathematical modelling\" href=\"https:\/\/freshlyprintedbooks.co.uk\/search?q=%22Mathematical%20modelling%20%5BPBWH%5D%22\"\u003ePBWH\u003c\/a\u003e], Optimization [\u003ca title=\"See our other books on Optimization\" href=\"https:\/\/freshlyprintedbooks.co.uk\/search?q=%22Optimization%20%5BPBU%5D%22\"\u003ePBU\u003c\/a\u003e], Probability \u0026amp; statistics [\u003ca title=\"See our other books on Probability \u0026amp; statistics\" href=\"https:\/\/freshlyprintedbooks.co.uk\/search?q=%22Probability%20\u0026amp;%20statistics%20%5BPBT%5D%22\"\u003ePBT\u003c\/a\u003e]\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\r\n\u003c\/font\u003e","brand":"Cambridge University Press","offers":[{"title":"Default Title","offer_id":45999529492760,"sku":"9781009098489","price":45.99,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0730\/2037\/5320\/products\/9781009098489i_fd83abae-d8b5-48f8-9f94-d8eadc44cadc.jpg?v=1696782947","url":"https:\/\/freshlyprintedbooks.co.uk\/products\/data-driven-science-and-engineering-machine-learning-dynamical-systems-and-control-hardback-9781009098489","provider":"Freshly Printed Books","version":"1.0","type":"link"}