Sparse Nonlinear Dynamics Models with SINDy, Part 2: Training Data & Disambiguating Models Published 2021-09-10 Download video MP4 360p Recommendations 19:40 Sparse Nonlinear Dynamics Models with SINDy, Part 3: Effective Coordinates for Parsimonious Models 24:06 Sparse Identification of Nonlinear Dynamics (SINDy): Sparse Machine Learning Models 5 Years Later! 23:47 Gaussian Processes 08:42 Elliptic Curves - Computerphile 11:40 Regularization in a Neural Network | Dealing with overfitting 12:44 PySINDy tutorial 1: overview of PySINDy for sparse system identification 27:58 Robust, Interpretable Statistical Models: Sparse Regression with the LASSO 18:28 Sparse Nonlinear Dynamics Models with SINDy, Part 5: The Optimization Algorithms 50:05 6. Monte Carlo Simulation 1:03:41 "Predictive Digital Twins: From physics-based modeling to scientific machine learning" Prof. Willcox 26:44 Sparse Identification of Nonlinear Dynamics (SINDy) 11:14 The Man Who Solved the World’s Hardest Math Problem 01:51 Constructing Empirical Dynamic Models: Taken' Theorem 27:17 Sparse Nonlinear Dynamics Models with SINDy, Part 4: The Library of Candidate Nonlinearities 27:30 The SINDy Algorithm 49:10 Kalman Filter for Beginners, Part 1 - Recursive Filters & MATLAB Examples 12:08 Sparse Identification of Nonlinear Dynamics for Model Predictive Control 32:35 AI/ML+Physics Part 5: Employing an Optimization Algorithm [Physics Informed Machine Learning] 08:25 System Identification: Sparse Nonlinear Models with Control Similar videos 12:17 PySINDy: A Python Library for Model Discovery 38:28 Sparse Nonlinear Models for Fluid Dynamics with Machine Learning and Optimization 24:31 Deep Learning of Dynamics and Coordinates with SINDy Autoencoders 12:23 PySINDy tutorial 2: Choosing algorithm hyperparameters 12:09 Robust Model Discovery with Ensemble Learning and SINDy (applications to active learning & control) 07:44 PySINDy tutorial 4: robust sparse system identification by ensembling 13:27 ADDRESSING OVERFITTING ISSUES IN THE SPARSE IDENTIFICATION OF NONLINEAR DYNAMICAL SYSTEMS 17:39 Nonlinear Control: Hamilton Jacobi Bellman (HJB) and Dynamic Programming 1:09:56 Data Driven Discovery of Dynamical Systems and PDEs More results