Data-Driven Science and Engineering - Machine Learning, Dynamical Systems, and Control Brunton Steven L. University of WashingtonPevná vazba
Data-Driven Science and Engineering - Machine Learning, Dynamical Systems, and Control Brunton Steven L. University of WashingtonPevná vazba Data-driven discovery is revolutionizing the modelling,…
Specifikacia Data-Driven Science and Engineering - Machine Learning, Dynamical Systems, and Control Brunton Steven L. University of WashingtonPevná vazba
Data-Driven Science and Engineering - Machine Learning, Dynamical Systems, and Control Brunton Steven L. University of WashingtonPevná vazba
Data-driven discovery is revolutionizing the modelling, prediction, and control of complex systems. It highlights many of the recent advances in scientific computing that enable data-driven methods to be applied to a diverse range of complex systems, such as turbulence, the brain, climate, epidemiology, finance, robotics, and autonomy. This textbook brings together machine learning, engineering mathematics, and mathematical physics to integrate modelling and control of dynamical systems with modern methods in data science.
Aimed at advanced undergraduate and beginning graduate students in the engineering and physical sciences, the text presents a range of topics and methods from introductory to state of the