Lagrangian Neural Network (LNN) [Physics Informed Machine Learning]

This video was produced at the University of Washington, and we acknowledge funding support from the Boeing Company %%% CHAPTERS %%% 00:00 Intro 02:14 Background: The Lagrangian Perspective 05:14 Background: Lagrangian Dynamics 06:46 Variational Integrators 10:40 The Parallel to Machine Learning/ Why LNNs 13:22 LNNs: Underlying Concept 16:02 LNNs are ODEs/ LNNs: Implementation 18:21 Outro

Join Today
Neural Implicit Flow (NIF) [Physics Informed Machine Learning]
▶︎

Neural Implicit Flow (NIF) [Physics Informed Machine Learning]

Lagrangian vs Hamiltonian Mechanics
▶︎

Lagrangian vs Hamiltonian Mechanics

Hamiltonian Neural Networks (HNN) [Physics Informed Machine Learning]
▶︎

Hamiltonian Neural Networks (HNN) [Physics Informed Machine Learning]

General relativity from first principles – Adam Brown
▶︎

General relativity from first principles – Adam Brown

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

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

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

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

Why does every mammal get 1 billion heartbeats in their life?
▶︎

Why does every mammal get 1 billion heartbeats in their life?

Understanding Lagrange Multipliers Visually
▶︎

Understanding Lagrange Multipliers Visually

The Tiny Donut That Proved We Still Don't Understand Magnetism
▶︎

The Tiny Donut That Proved We Still Don't Understand Magnetism

Neural ODEs (NODEs) [Physics Informed Machine Learning]
▶︎

Neural ODEs (NODEs) [Physics Informed Machine Learning]

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

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

The Hardest Questions in Physics | World Science Festival
▶︎

The Hardest Questions in Physics | World Science Festival

Generative Model That Won 2024 Nobel Prize
▶︎

Generative Model That Won 2024 Nobel Prize

The Most Important Algorithm in Machine Learning
▶︎

The Most Important Algorithm in Machine Learning

I Built an LLM From Scratch
▶︎

I Built an LLM From Scratch

How Bees CRACKED a 2,000-Year-Old Math PROBLEM!
▶︎

How Bees CRACKED a 2,000-Year-Old Math PROBLEM!

Lagrangian Mechanics I: Introducing the fundamentals
▶︎

Lagrangian Mechanics I: Introducing the fundamentals

How AI Cracked the Protein Folding Code and Won a Nobel Prize
▶︎

How AI Cracked the Protein Folding Code and Won a Nobel Prize

Deep Learning to Discover Coordinates for Dynamics: Autoencoders & Physics Informed Machine Learning
▶︎

Deep Learning to Discover Coordinates for Dynamics: Autoencoders & Physics Informed Machine Learning

Fourier Neural Operator (FNO) [Physics Informed Machine Learning]
▶︎

Fourier Neural Operator (FNO) [Physics Informed Machine Learning]