Signin

Sparse Identification of Nonlinear Dynamics (SINDy): Sparse Machine Learning Models 5 Years Later!

Steve Brunton • March 6, 2022

Video Thumbnail

You May Also Like

Video Thumbnail

Sparse Nonlinear Dynamics Models with SINDy, Part 2: Training Data & Disambiguating Models

Steve Brunton

Video Thumbnail

Physics Informed Machine Learning: High Level Overview of AI and ML in Science and Engineering

Steve Brunton

Video Thumbnail

Steve Brunton: "Dynamical Systems (Part 1/2)"

Institute for Pure & Applied Mathematics (IPAM)

Video Thumbnail

Sparse Nonlinear Models for Fluid Dynamics with Machine Learning and Optimization

Steve Brunton

Video Thumbnail

Sparse Identification of Nonlinear Dynamics (SINDy)

Steve Brunton

Video Thumbnail

AI/ML+Physics Part 1: Choosing what to model [Physics Informed Machine Learning]

Steve Brunton

Video Thumbnail

Robust, Interpretable Statistical Models: Sparse Regression with the LASSO

Steve Brunton

Video Thumbnail

Steve Brunton - Machine Learning for Scientific Discovery, with Examples in Fluid Mechanics

Institute for Pure & Applied Mathematics (IPAM)

Video Thumbnail

Machine Learning for Everybody – Full Course

freeCodeCamp.org

Video Thumbnail

Data-driven model discovery: Targeted use of deep neural networks for physics and engineering

Nathan Kutz

Video Thumbnail

Nathan Kutz: The future of governing equations

Machine Learning and Dynamical Systems Seminar

Video Thumbnail

Sparse Nonlinear Dynamics Models with SINDy, Part 3: Effective Coordinates for Parsimonious Models

Steve Brunton

Video Thumbnail

PySINDy: A Python Library for Model Discovery

Steve Brunton

Video Thumbnail

Data Driven Discovery of Dynamical Systems and PDEs

Nathan Kutz

Video Thumbnail

Steve Brunton: "Dynamical Systems (Part 2/2)"

Institute for Pure & Applied Mathematics (IPAM)

Video Thumbnail

Koopman Operator Theory Based Machine Learning of Dynamical Systems, Igor Mezic

GERAD Recherche

Video Thumbnail

Sparse Nonlinear Dynamics Models with SINDy, Part 4: The Library of Candidate Nonlinearities

Steve Brunton

Video Thumbnail

Robust Model Discovery with Ensemble Learning and SINDy (applications to active learning & control)

Steve Brunton

Video Thumbnail

Sparse Nonlinear Dynamics Models with SINDy, Part 5: The Optimization Algorithms

Steve Brunton

Video Thumbnail

ML Tutorial: Gaussian Processes (Richard Turner)

Marc Deisenroth

Steve Brunton

About

No channel description available.

Latest Posts

Video Thumbnail

Physics Informed Neural Networks (PINNs) [Physics Informed Machine Learning]

Steve Brunton

Video Thumbnail

Q-Learning: Model Free Reinforcement Learning and Temporal Difference Learning

Steve Brunton

Video Thumbnail

The Laplace Transform: A Generalized Fourier Transform

Steve Brunton

Video Thumbnail

Bayes' Theorem (with Example!)

Steve Brunton