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

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Machine Learning for Physics and the Physics of Learning Tutorials 2019
"Dynamical Systems (Part 1/2)"
Steve Brunton, University of Washington
Institute for Pure and Applied Mathematics, UCLA
September 5, 2019
The Anatomy of a Dynamical System
Steve Brunton: 'Dynamical Systems (Part 1/2)'
Differential Equations and Dynamical Systems: Overview
Chaotic Dynamical Systems
Topics in Dynamical Systems: Fixed Points, Linearization, Invariant Manifolds, Bifurcations & Ch...
Data-Driven Dynamical Systems Overview
Discrete-Time Dynamical Systems
Dynamic Mode Decomposition (Overview)
New Book!!! Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control
Steve Brunton: 'Dynamical Systems (Part 2/2)'
Model Based Reinforcement Learning: Policy Iteration, Value Iteration, and Dynamic Programming
Nonlinear Dynamical Systems (Prof. Steve L. Brunton) – Part 1
Steve Brunton - Discovering interpretable and generalizable dynamical systems from data
Nonlinear Dynamical Systems (Prof. Steve L. Brunton) – Part 3
Nonlinear Dynamical Systems (Prof. Steve L. Brunton) – Part 2
Sparse Identification of Nonlinear Dynamics (SINDy): Sparse Machine Learning Models 5 Years Later!
Steve Brunton: 'Discovering interpretable and generalizable dynamical systems from data'
Dynamic Mode Decomposition (Examples)
Nonlinear Dynamical Systems (Prof. Steve L. Brunton)
The Hartman-Grobman Theorem, Structural Stability of Linearization, and Stable/Unstable Manifolds
Linear Systems [Control Bootcamp]
Methods for System Identification (Prof. Steve L. Brunton) – Part 1
Steve Brunton: 'Machine Learning for Fluid Mechanics'
Drawing Phase Portraits for Nonlinear Systems
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