Videos

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On Langevin Dynamics in Machine Learning Thumbnail

On Langevin Dynamics in Machine Learning

Presenter
  • Michael Jordan
June 11, 2020
IAS
Learning with entropy-regularized optimal transport Thumbnail

Learning with entropy-regularized optimal transport

Presenter
  • Aude Genevay
May 8, 2020
SLMath
Scaling Optimal Transport for High dimensional Learning Thumbnail

Scaling Optimal Transport for High dimensional Learning

Presenter
  • Gabriel Peyré
May 4, 2020
SLMath
Do Simpler Models Exist and How Can We Find Them? Thumbnail

Do Simpler Models Exist and How Can We Find Them?

Presenter
  • Cynthia Rudin
April 16, 2020
IAS
Some Recent Insights on Transfer Learning Thumbnail

Some Recent Insights on Transfer Learning

Presenter
  • Samory Kpotufe
March 31, 2020
IAS

Structured Autoencoders for Operator-theoretic decomposition and Model reduction of Spatio-temporal dynamics

Presenter
  • Karthik Duraisamy
March 25, 2020
ICERM
Generalization Theory in Machine Learning Thumbnail

Generalization Theory in Machine Learning

Presenter
  • Adam Oberman
March 10, 2020
IPAM
Can We Really Use Machine Learning in Safety Critical Systems? Thumbnail

Can We Really Use Machine Learning in Safety Critical Systems?

Presenter
  • Richard Murray
February 27, 2020
IPAM
How to assess scientific machine learning models? Prediction errors and predictive uncertainty quantification Thumbnail

How to assess scientific machine learning models? Prediction errors and predictive uncertainty quantification

Presenter
  • Matthias Rupp
November 21, 2019
IPAM
Quantum annealing and machine learning - new directions of quantum Thumbnail

Quantum annealing and machine learning - new directions of quantum

Presenter
  • Masayuki Ohzeki
November 19, 2019
IPAM
Causality and machine learning for scientific discovery Thumbnail

Causality and machine learning for scientific discovery

Presenter
  • Jelena Bradic
October 31, 2019
IPAM
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