Data-Driven Science and Engineering
Data-Driven Science and Engineering Data-driven discovery is revolutionizing how we model, predict, and control complex systems. With a focus on integrating dynamical systems modeling and control…
Specifikacia Data-Driven Science and Engineering
Data-Driven Science and Engineering
Data-driven discovery is revolutionizing how we model, predict, and control complex systems. 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. Now with Python and MATLAB(R), 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.
The second edition features new chapters on reinforcement learning and Topics range from introductory to research-level material, making it accessible to advanced undergraduate and beginning graduate students from the engineering and physical sciences.