Sparse Nonlinear Models for Fluid Dynamics with Machine Learning and Optimization Published 2022-02-11 Download video MP4 360p Recommendations 45:53 Lagrangian Coherent Structures (LCS) in unsteady fluids with Finite Time Lyapunov Exponents (FTLE) 24:06 Sparse Identification of Nonlinear Dynamics (SINDy): Sparse Machine Learning Models 5 Years Later! 40:08 The Most Important Algorithm in Machine Learning 33:00 Fluid dynamics feels natural once you start with quantum mechanics 29:59 What Is Turbulence? Turbulent Fluid Dynamics are Everywhere 32:28 Machine Learning for Fluid Dynamics: Models and Control 54:56 Terence Tao, "Machine Assisted Proof" 24:37 Neural ODEs (NODEs) [Physics Informed Machine Learning] 1:09:56 Data Driven Discovery of Dynamical Systems and PDEs 39:14 Machine Learning for Computational Fluid Dynamics 12:05 17 - How to write an Eulerian fluid simulator with 200 lines of code. 12:24 Shaking molecules until Laser Light comes out. DIY Raman Laser! 15:42 Divergence and curl: The language of Maxwell's equations, fluid flow, and more 17:21 Deep Delay Autoencoders Discover Dynamical Systems w Latent Variables: Deep Learning meets Dynamics! 48:32 What Darwin won't tell you about evolution - with Jonathan Pettitt 09:37 What is a Tuned Mass Damper? 58:02 Steve Brunton - Machine Learning for Scientific Discovery, with Examples in Fluid Mechanics 27:23 [CFD] Large Eddy Simulation (LES): An Introduction 34:32 Physics Informed Neural Networks (PINNs) [Physics Informed Machine Learning] Similar videos 18:28 Sparse Nonlinear Dynamics Models with SINDy, Part 5: The Optimization Algorithms 16:14 Enhancing Computational Fluid Dynamics with Machine Learning 08:25 System Identification: Sparse Nonlinear Models with Control 08:25 What is Sparsity? 17:32 Sparse Nonlinear Dynamics Models with SINDy, Part 2: Training Data & Disambiguating Models 18:57 Sparse Representation (for classification) with examples! 16:21 Sparse Sensor Placement Optimization for Classification 13:27 ADDRESSING OVERFITTING ISSUES IN THE SPARSE IDENTIFICATION OF NONLINEAR DYNAMICAL SYSTEMS 20:52 Machine Learning for Fluid Dynamics: Patterns 59:55 Machine learning for scientific discovery with examples in fluid mechanics | AI for Good Webinar 30:09 Machine Learning for Fluid Mechanics 39:24 BIGMECA : Efficient nonlinear manifold reduced order models with sparse shallow neural network 22:28 Deep Learning for Turbulence Closure Modeling More results