Videos

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On Learning Operators

Presenter
  • Siddhartha Mishra
June 6, 2023
ICERM
Probabilistic forecast of extreme heat waves using convolutional neural networks and rare event simulations Thumbnail

Probabilistic forecast of extreme heat waves using convolutional neural networks and rare event simulations

Presenter
  • Freddy Bouchet
November 2, 2022
IMSI
Sparse Random Features for Function Approximation Thumbnail

Sparse Random Features for Function Approximation

Presenter
  • Rachel Ward
April 13, 2021
IMSI

Predictive data science for physical systems- From model reduction to scientific machine learning

Presenter
  • Karen Willcox
February 20, 2020
ICERM
Accelerating Scientific Discovery through Interpretable Machine Learning and Intelligent Experimentation Thumbnail

Accelerating Scientific Discovery through Interpretable Machine Learning and Intelligent Experimentation

Presenter
  • Peter Frazier
October 16, 2019
IPAM

Dynamics and symmetries in neural network learning

Presenter
  • Stefanie Jegelka
June 8, 2023
ICERM

Local approximation of operators

Presenter
  • HRUSHIKESH MHASKAR
June 7, 2023
ICERM
Li Wang - Learning-enhanced structure preserving particle methods for Landau equation - IPAM at UCLA Thumbnail

Li Wang - Learning-enhanced structure preserving particle methods for Landau equation - IPAM at UCLA

Presenter
  • Li Wang
July 15, 2025
IPAM

Train Small, Model Big: Data-Driven Scaleup for Large-Scale Physical Simulations

Presenter
  • Youngsoo Choi
January 9, 2025
ICERM
Carlos Oscar Sorzano - Machine learning for Single Particle Analysis by Cryo-Electron Microscopy Thumbnail

Carlos Oscar Sorzano - Machine learning for Single Particle Analysis by Cryo-Electron Microscopy

Presenter
  • Carlos Sorzano
November 14, 2022
IPAM
Guang Lin - Scalable algorithms for Bayesian deep learning via stochastic gradient Monte Carlo Thumbnail

Guang Lin - Scalable algorithms for Bayesian deep learning via stochastic gradient Monte Carlo

Presenter
  • Guang Lin
July 16, 2025
IPAM
Learning nonlocal neural operators for material modeling Thumbnail

Learning nonlocal neural operators for material modeling

Presenter
  • Yue Yu
May 14, 2024
IMSI