Robust Model Discovery with Ensemble Learning and SINDy (applications to active learning & control) Published 2021-12-03 Download video MP4 360p Recommendations 24:06 Sparse Identification of Nonlinear Dynamics (SINDy): Sparse Machine Learning Models 5 Years Later! 1:09:56 Data Driven Discovery of Dynamical Systems and PDEs 12:17 PySINDy: A Python Library for Model Discovery 20:18 Why Does Diffusion Work Better than Auto-Regression? 22:11 Robust Principal Component Analysis (RPCA) 16:45 The Clever Way to Count Tanks - Numberphile 12:44 PySINDy tutorial 1: overview of PySINDy for sparse system identification 27:58 Robust, Interpretable Statistical Models: Sparse Regression with the LASSO 10:05 The World's Tallest Pythagoras Cup—Does It Still Drain? 38:28 Sparse Nonlinear Models for Fluid Dynamics with Machine Learning and Optimization 16:20 The REAL Three Body Problem in Physics 17:07 LoRA explained (and a bit about precision and quantization) 06:11 Active (Machine) Learning - Computerphile 17:47 Sparse Sensor Placement Optimization for Reconstruction Similar videos 17:32 Sparse Nonlinear Dynamics Models with SINDy, Part 2: Training Data & Disambiguating Models 24:31 Deep Learning of Dynamics and Coordinates with SINDy Autoencoders 27:17 Sparse Nonlinear Dynamics Models with SINDy, Part 4: The Library of Candidate Nonlinearities 18:28 Sparse Nonlinear Dynamics Models with SINDy, Part 5: The Optimization Algorithms 07:44 PySINDy tutorial 4: robust sparse system identification by ensembling 27:30 The SINDy Algorithm 18:27 PySINDy tutorial 6: the weak formulation of SINDy and SINDy-PI 15:27 Interactive teaching/learning approach to the design of robust control systems using the closed-loop More results