Videos

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Learning with Uncertainty on Dynamic Manifolds Thumbnail

Learning with Uncertainty on Dynamic Manifolds

Presenter
  • Daniel Tartakovsky
May 13, 2021
IMSI
A Machine Learning Framework for Solving High-Dimensional Mean Field Game and Mean Field Control Problems Thumbnail

A Machine Learning Framework for Solving High-Dimensional Mean Field Game and Mean Field Control Problems

Presenter
  • Sammy Wu Fung
May 5, 2020
SLMath
Tradeoffs between Robustness and Accuracy Thumbnail

Tradeoffs between Robustness and Accuracy

Presenter
  • Percy Liang
April 16, 2020
IAS

A Rank-Minimization Approach to Learning Dynamical Systems from Frequency Response Data

Presenter
  • Pawan Goyal
February 20, 2020
ICERM
A Machine Learning Framework for Optimal Transport of High-Dimensional Densities Thumbnail

A Machine Learning Framework for Optimal Transport of High-Dimensional Densities

Presenter
  • Lars Ruthotto
January 27, 2020
IPAM
Understanding machine learning via exactly solvable statistical physics models Thumbnail

Understanding machine learning via exactly solvable statistical physics models

Presenter
  • Lenka Zdeborova
November 18, 2019
IPAM
Optimization Landscape and Two-Layer Neural Networks Thumbnail

Optimization Landscape and Two-Layer Neural Networks

Presenter
  • Rong Ge
October 23, 2019
IAS
Quantum Machine Learning Thumbnail

Quantum Machine Learning

Presenter
  • Anatole von Lilienfeld
October 17, 2019
IPAM
Deep Learning: Triangle Machine Learning Day - What You Didn’t Learn About Machine Learning in School, Wayne Thompson Thumbnail

Deep Learning: Triangle Machine Learning Day - What You Didn’t Learn About Machine Learning in School, Wayne Thompson

September 20, 2019
SAMSI

Learning with Little Data

Presenter
  • Rich Zemel
February 20, 2019
ICERM

Comparing Covariate Prioritization via Matching to Machine Learning Methods for Causal Inference using Five Empirical Applications

Presenter
  • Luke Keele
January 14, 2019
ICERM

Random monomial ideals

Presenter
  • Lily Silverstein
September 20, 2018
ICERM