Videos

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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

Data Driven Governing Equations Approximation Using Deep Neural Networks

Presenter
  • Dongbin Xiu
January 29, 2019
ICERM
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
Sparse Modeling in Image Processing and Deep Learning Thumbnail

Sparse Modeling in Image Processing and Deep Learning

Presenter
  • Michael Elad
February 6, 2018
IPAM
Toward natural language semantics in learned representations Thumbnail

Toward natural language semantics in learned representations

Presenter
  • Sam Bowman
February 5, 2018
IPAM
A PDE Approach to Regularization in Deep Learning Thumbnail

A PDE Approach to Regularization in Deep Learning

Presenter
  • Adam Oberman
August 30, 2017
IPAM
Utilizing full waveform inversion from shallow to deep Thumbnail

Utilizing full waveform inversion from shallow to deep

Presenter
  • Denis Vigh
May 1, 2017
IPAM