Videos

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Momentum in Stochastic Gradient Descent and Deep Neural Nets Thumbnail

Momentum in Stochastic Gradient Descent and Deep Neural Nets

Presenter
  • Bao Wang
January 29, 2020
IPAM
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
Splines and imaging: From compressed sensing to deep neural networks Thumbnail

Splines and imaging: From compressed sensing to deep neural networks

Presenter
  • MIchael Unser
January 27, 2020
IPAM
An Information Theoretic Approach to Validate Deep Learning-Based Algorithms Thumbnail

An Information Theoretic Approach to Validate Deep Learning-Based Algorithms

Presenter
  • Gitta Kutyniok
October 30, 2019
IPAM
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
Automatic Feature Extraction from Hyperspectral Imagery using Deep Recurrent Neural Networks Thumbnail

Automatic Feature Extraction from Hyperspectral Imagery using Deep Recurrent Neural Networks

Presenter
  • Joshua Agar
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
Shared Autonomous Fleet Services and Multimodal Urban Mobility: Optimization, Prediction and Dynamic Network Modeling Thumbnail

Shared Autonomous Fleet Services and Multimodal Urban Mobility: Optimization, Prediction and Dynamic Network Modeling

Presenter
  • Hani Mahmassani
February 28, 2019
IPAM