Videos

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Hidden Physics Models: Machine Learning of Non-Linear Partial Differential Equations Thumbnail

Hidden Physics Models: Machine Learning of Non-Linear Partial Differential Equations

Presenter
  • Maziar Raissi
October 29, 2019
IPAM
Physics-Informed Learning Machines Thumbnail

Physics-Informed Learning Machines

Presenter
  • Maziar Raissi
September 1, 2022
IMSI

Enforcing Structure in Scientific Machine Learning for Computational Decision Support & Digital Twins

Presenter
  • Karthik Duraisamy
March 23, 2024
ICERM
Toward predictive digital twins: From physics-based modeling to scientific machine learning Thumbnail

Toward predictive digital twins: From physics-based modeling to scientific machine learning

Presenter
  • Karen Willcox
October 8, 2020
IMSI

Model-free approaches to controlling neuronal circuits

Presenter
  • ShiNung Ching
September 14, 2017
MBI

Methodological Aspects of Predictive Data Analytics and VC-theory

Presenter
  • Vladimir Cherkassky
February 2, 2016
IMA
The Convergence of Big Data and Extreme Simulation Thumbnail

The Convergence of Big Data and Extreme Simulation

Presenter
  • David Keyes
September 24, 2018
IPAM
“Big Data” in Image Analysis Thumbnail

“Big Data” in Image Analysis

Presenter
  • Thomas Pengo
February 21, 2017
IMA
Systematically Generating Hierarchies of Machine-Learning Models, from Equation Discovery to Deep Neural Networks Thumbnail

Systematically Generating Hierarchies of Machine-Learning Models, from Equation Discovery to Deep Neural Networks

Presenter
  • Tom Beucler
November 4, 2022
IMSI
Quantum barren plateaus and a possible way out Thumbnail

Quantum barren plateaus and a possible way out

Presenter
  • Maria Kieferova
May 27, 2021
IMSI
Numerical Approximation Algorithms for Big Data Thumbnail

Numerical Approximation Algorithms for Big Data

Presenter
  • Dongbin Xiu
May 24, 2017
IPAM