Sparse Identification of Nonlinear Dynamics (SINDy): Sparse Machine Learning Models 5 Years Later!
17:32
Sparse Nonlinear Dynamics Models with SINDy, Part 2: Training Data & Disambiguating Models
26:56
Deep Learning to Discover Coordinates for Dynamics: Autoencoders & Physics Informed Machine Learning
43:27
AI/ML+Physics Part 1: Choosing what to model [Physics Informed Machine Learning]
26:44
Sparse Identification of Nonlinear Dynamics (SINDy)
45:38
Data-driven model discovery: Targeted use of deep neural networks for physics and engineering
43:29
Dynamic Mode Decomposition (Theory)
24:37
Neural ODEs (NODEs) [Physics Informed Machine Learning]
19:10