Videos

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Kernel and Rich Regimes in Deep Learning Thumbnail

Kernel and Rich Regimes in Deep Learning

Presenter
  • Nati Srebro
October 17, 2019
IAS
Is optimization the right language to understand deep learning? Thumbnail

Is optimization the right language to understand deep learning?

Presenter
  • Sanjeev Arora
October 15, 2019
IAS
PAC-Bayesian approaches to understanding generalization in deep learning Thumbnail

PAC-Bayesian approaches to understanding generalization in deep learning

Presenter
  • Karolina Dziugaite Roy
October 15, 2019
IAS
Solving Quantum Many-Body Problems with Deep Neural Networks Thumbnail

Solving Quantum Many-Body Problems with Deep Neural Networks

Presenter
  • Han Pu
September 27, 2019
IPAM
A Numerical Analysis Perspective on Deep Neural Networks Thumbnail

A Numerical Analysis Perspective on Deep Neural Networks

Presenter
  • Lars Ruthotto
September 25, 2019
IPAM
Bounding and Counting Linear Regions of Deep Neural Networks Thumbnail

Bounding and Counting Linear Regions of Deep Neural Networks

Presenter
  • Thiago Serra
May 23, 2019
IPAM
Optimization Methods for Large Scale Distributed Deep Learning Thumbnail

Optimization Methods for Large Scale Distributed Deep Learning

Presenter
  • Rio Yokota
September 28, 2018
IPAM
On Expressiveness and Optimization in Deep Learning Thumbnail

On Expressiveness and Optimization in Deep Learning

Presenter
  • Nadav Cohen
April 2, 2018
IAS
On Computational Hardness with Graph Neural Networks Thumbnail

On Computational Hardness with Graph Neural Networks

Presenter
  • Joan Bruna
February 7, 2018
IPAM