Videos

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An Information Theoretic Approach to Validate Deep Learning-Based Algorithms

Presenter
  • Gitta Kutyniok
April 10, 2021
ICERM
A rigorous and robust quantum speed-up in supervised machine learning Thumbnail

A rigorous and robust quantum speed-up in supervised machine learning

Presenter
  • Kristan Temme
February 9, 2021
IPAM
A Blueprint of Standardized and Composable Machine Learning Thumbnail

A Blueprint of Standardized and Composable Machine Learning

Presenter
  • Eric Xing
August 6, 2020
IAS

Operator-split reduced order models for problems with moving interfaces

Presenter
  • George Biros
April 24, 2020
ICERM
Learning with few labeled data Thumbnail

Learning with few labeled data

Presenter
  • Pratik Chaudhari
April 23, 2020
IPAM
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

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

Presenter
  • Karthik Duraisamy
March 25, 2020
ICERM
Geometric Understanding of Supervised and Unsupervised Deep Learning for Biomedical Image Reconstruction Thumbnail

Geometric Understanding of Supervised and Unsupervised Deep Learning for Biomedical Image Reconstruction

Presenter
  • Jong Chul Ye
January 28, 2020
IPAM
Deep learning as a toy model of the 1/N-expansion and renormalization Thumbnail

Deep learning as a toy model of the 1/N-expansion and renormalization

Presenter
  • Daniel Roberts
November 20, 2019
IPAM
Trainability and accuracy of artificial neural networks Thumbnail

Trainability and accuracy of artificial neural networks

Presenter
  • Eric Vanden-Eijnden
November 18, 2019
IPAM
Validation and Reproducibility by Geometry, for Unsupervised Learning Thumbnail

Validation and Reproducibility by Geometry, for Unsupervised Learning

Presenter
  • Marina Meila
October 31, 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