Sparse Identification of Nonlinear Dynamics (SINDy): Sparse Machine Learning Models 5 Years Later! Published 2021-08-27 Download video MP4 360p Recommendations 17:32 Sparse Nonlinear Dynamics Models with SINDy, Part 2: Training Data & Disambiguating Models 45:38 Data-driven model discovery: Targeted use of deep neural networks for physics and engineering 26:56 Deep Learning to Discover Coordinates for Dynamics: Autoencoders & Physics Informed Machine Learning 33:04 The Grandfather Of Generative Models 31:18 The Story of Shor's Algorithm, Straight From the Source | Peter Shor 47:41 Ilya Sutskever (OpenAI Chief Scientist) - Building AGI, Alignment, Spies, Microsoft, & Enlightenment 58:02 Steve Brunton - Machine Learning for Scientific Discovery, with Examples in Fluid Mechanics 23:51 Can We Build an Artificial Hippocampus? 26:44 Sparse Identification of Nonlinear Dynamics (SINDy) 27:30 The SINDy Algorithm 2:06:38 This is why Deep Learning is really weird. 16:15 What Is System Identification? | System Identification, Part 1 47:27 Physics Informed Machine Learning: High Level Overview of AI and ML in Science and Engineering 12:13 What are Genetic Algorithms? 12:44 PySINDy tutorial 1: overview of PySINDy for sparse system identification 18:00 Physics-informed neural networks for fluid mechanics 33:27 Diffusion Models | Paper Explanation | Math Explained 45:56 Introduction to System Identification Similar videos 38:28 Sparse Nonlinear Models for Fluid Dynamics with Machine Learning and Optimization 18:28 Sparse Nonlinear Dynamics Models with SINDy, Part 5: The Optimization Algorithms 19:40 Sparse Nonlinear Dynamics Models with SINDy, Part 3: Effective Coordinates for Parsimonious Models 27:17 Sparse Nonlinear Dynamics Models with SINDy, Part 4: The Library of Candidate Nonlinearities 12:09 Robust Model Discovery with Ensemble Learning and SINDy (applications to active learning & control) 12:08 Sparse Identification of Nonlinear Dynamics for Model Predictive Control 07:44 PySINDy tutorial 4: robust sparse system identification by ensembling 18:27 PySINDy tutorial 6: the weak formulation of SINDy and SINDy-PI 13:27 ADDRESSING OVERFITTING ISSUES IN THE SPARSE IDENTIFICATION OF NONLINEAR DYNAMICAL SYSTEMS 12:17 PySINDy: A Python Library for Model Discovery 24:31 Deep Learning of Dynamics and Coordinates with SINDy Autoencoders 08:25 System Identification: Sparse Nonlinear Models with Control 08:25 What is Sparsity? More results