Data-driven science and engineering: machine learning, dynamical systems, and control / Steven L. Brunton, Jose Nathan Kutz. - Second editionLibros / Impreso - Libros
Dimensionality Reduction and Transforms: Singular Value Decomposition -- Fourier and Wavelet Transforms -- Sparsity and Compressed Sensing; Part II. Machine Learning and Data Analysis -- Regression and Model Selection -- Clustering and Classification --. Neural Networks and Deep Learning; Part III. Dynamics and Control -- Data-Driven Dynamical Systems -- Linear Control Theory -- . Balanced Models for Control; Part IV. Advanced Data-Driven Modeling and Control -- Data-Driven Control -- Reinforcement Learning -- Reduced Order Models (ROMs) -- Interpolation for Parametric ROMs -- Physics-Informed Machine Learning.
