Koopman Spectral Analysis (Representations)

In this video, we explore how to obtain finite-dimensional representations of the Koopman operator from data, using regression. This includes the use of sparse regression and neural networks, and highlights the importance of cross-validating. https://www.eigensteve.com/ This video was produced at the University of Washington

Join Today
Koopman Spectral Analysis (Overview)
▶︎

Koopman Spectral Analysis (Overview)

Koopman Spectral Analysis (Continuous Spectrum)
▶︎

Koopman Spectral Analysis (Continuous Spectrum)

Dynamic Mode Decomposition (Overview)
▶︎

Dynamic Mode Decomposition (Overview)

The moment we stopped understanding AI [AlexNet]
▶︎

The moment we stopped understanding AI [AlexNet]

Turing Award Winner: Disagreeing with Google, Postgres, Future Problems | Mike Stonebraker
▶︎

Turing Award Winner: Disagreeing with Google, Postgres, Future Problems | Mike Stonebraker

Variational Autoencoders
▶︎

Variational Autoencoders

Koopman Spectral Analysis (Control)
▶︎

Koopman Spectral Analysis (Control)

Hankel Alternative View of Koopman (HAVOK) Analysis [FULL]
▶︎

Hankel Alternative View of Koopman (HAVOK) Analysis [FULL]

Igor Mezic: "Koopman Operator Theory for Dynamical Systems, Control and Data Analytics"
▶︎

Igor Mezic: "Koopman Operator Theory for Dynamical Systems, Control and Data Analytics"

Transformers, the tech behind LLMs | Deep Learning Chapter 5
▶︎

Transformers, the tech behind LLMs | Deep Learning Chapter 5

If You Have A Bad Memory, I’ll Help You Fix It In 28 Minutes
▶︎

If You Have A Bad Memory, I’ll Help You Fix It In 28 Minutes

ML Tutorial: Gaussian Processes (Richard Turner)
▶︎

ML Tutorial: Gaussian Processes (Richard Turner)

AlphaFold - The Most Useful Thing AI Has Ever Done
▶︎

AlphaFold - The Most Useful Thing AI Has Ever Done

Dynamic Mode Decomposition (Theory)
▶︎

Dynamic Mode Decomposition (Theory)

Data-Driven Control: Overview
▶︎

Data-Driven Control: Overview

Koopman Observable Subspaces & Finite Linear Representations of Nonlinear Dynamics for Control
▶︎

Koopman Observable Subspaces & Finite Linear Representations of Nonlinear Dynamics for Control

Yann LeCun's $1B Bet Against LLMs
▶︎

Yann LeCun's $1B Bet Against LLMs

Robust Principal Component Analysis (RPCA)
▶︎

Robust Principal Component Analysis (RPCA)

Koopman Theory + Embeddings
▶︎

Koopman Theory + Embeddings

Hankel Alternative View of Koopman (HAVOK) Analysis [SHORT]
▶︎

Hankel Alternative View of Koopman (HAVOK) Analysis [SHORT]