Koopman Operator Theory Based Machine Learning of Dynamical Systems Published 2022-09-28 Download video MP4 360p Recommendations 21:51 Using Statistical Mechanics to Approach the Optimal Size of a Network in Image Recognition 1:05:38 ME203Lecture1:Introduction 53:40 Physics-Informed Dynamic Mode Decomposition (piDMD) 27:49 Koopman Spectral Analysis (Overview) 50:05 Koopman Theory + Embeddings 18:37 Spline-PINN, AAAI 2022, 20 min Presentation 3:46:15 Tutorial on Denoising Diffusion-based Generative Modeling: Foundations and Applications 1:09:47 Michael Mahoney - Dynamical systems and machine learning 18:08 Deriving the Ultimate Neural Network Architecture from Scratch #SoME3 1:17:38 Steve Brunton: "Dynamical Systems (Part 1/2)" 1:15:04 Watermarking of Large Language Models 1:14:34 DDPS | Koopman Operator Theory for Dynamical Systems, Control and Data Analytics by Igor Mezic 32:48 Die mathematische Ideen neuronaler Netze und Auswirkungen auf Management Aufgaben 52:56 Steven Dahdah : Data-Driven Modelling and Control with the Koopman Operator 40:35 Dynamic Mode Decomposition from Koopman Theory to Applications (Prof. Peter J. Schmid) 31:03 Preparing Data for LLMs and Gen-AI Workflows Similar videos 30:57 Optimizing neural networks via Koopman operator theory 1:09:19 Igor Mezic: "Koopman Operator Theory for Dynamical Systems, Control and Data Analytics" 52:18 Learning Dynamical Systems via Koopman Operator Regression in Reproducing Kernel Hilbert Spaces 26:56 Deep Learning to Discover Coordinates for Dynamics: Autoencoders & Physics Informed Machine Learning 18:30 Estimation of Interactions among Dynamical Elements by Koopman Operator 16:01 Koopman Spectral Analysis (Representations) 15:26 Koopman Spectral Analysis (Control) 17:50 Koopman Theory with inputs and control 1:29:31 Research Seminar Series 22 (06-FEB-2022) - Introduction to Koopman Operator by Shrenik 36:07 Learning Dynamical Systems 44:16 Kernel Based Approximation of the Koopman Generator and Schrödinger Operator by Stefan Klus 03:51 On the Utility of Koopman Operator Theory in Learning Dexterous Manipulation Skills 12:43 Koopman Spectral Analysis (Continuous Spectrum) More results