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A Machine Learning Primer: How to Build an ML Model

A Machine Learning Primer: How to Build an ML Model

13:48Steve Brunton67.553
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Optimization: A Bootcamp for Machine Learning, Inverse Problems, and Control

Optimization: A Bootcamp for Machine Learning, Inverse Problems, and Control

22:28Steve Brunton105.240
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Topics in Dynamical Systems: Fixed Points, Linearization, Invariant Manifolds, Bifurcations & Chaos

Topics in Dynamical Systems: Fixed Points, Linearization, Invariant Manifolds, Bifurcations & Chaos

32:11Steve Brunton42.760
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Activation Functions in Machine Learning

Activation Functions in Machine Learning

6:40Steve Brunton22.572
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Probability and Statistics: Overview

Probability and Statistics: Overview

29:43Steve Brunton782.986
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Sparse Identification of Nonlinear Dynamics (SINDy): Sparse Machine Learning Models 5 Years Later!

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

24:06Steve Brunton106.271
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Convex Sets

Convex Sets

14:25Steve Brunton11.208
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Dual Space of Supporting Hyperplanes

Dual Space of Supporting Hyperplanes

8:45Steve Brunton20.275
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HydroGym: A Reinforcement Learning Platform for Fluid Dynamics

HydroGym: A Reinforcement Learning Platform for Fluid Dynamics

21:30Steve Brunton40.457
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Convexity Implies that Local Minima are Global Minima

Convexity Implies that Local Minima are Global Minima

20:26Steve Brunton15.554
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Machine Learning For Fluid Mechanics - Steven Brunton | Podcast #50

Machine Learning For Fluid Mechanics - Steven Brunton | Podcast #50

1:02:15Jousef Murad | Deep Dive10.197
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Singular Value Decomposition (SVD): Mathematical Overview

Singular Value Decomposition (SVD): Mathematical Overview

12:51Steve Brunton527.340
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The Anatomy of an Optimization Problem

The Anatomy of an Optimization Problem

25:36Steve Brunton34.471
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Linear Regression

Linear Regression

10:56Steve Brunton68.638
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The Divergence of a Vector Field: Sources and Sinks

The Divergence of a Vector Field: Sources and Sinks

20:57Steve Brunton125.244
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Laplace Transforms and Differential Equations

Laplace Transforms and Differential Equations

18:11Steve Brunton63.690
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Control Bootcamp: Overview

Control Bootcamp: Overview

19:32Steve Brunton563.565
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Steve Brunton: "Dynamical Systems (Part 1/2)"

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

1:17:38Institute for Pure & Applied Mathematics (IPAM)46.607
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Physics Informed Machine Learning: High Level Overview of AI and ML in Science and Engineering

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

47:27Steve Brunton412.196
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