Videos

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Statistical Mechanics of Deep Manifolds: Mean Field Geometry in High Dimension Thumbnail

Statistical Mechanics of Deep Manifolds: Mean Field Geometry in High Dimension

Presenter
  • Haim Sompolinsky
November 19, 2019
IPAM
Some Statistical Results on Deep Learning: Interpolation, Optimality and Sparsity Thumbnail

Some Statistical Results on Deep Learning: Interpolation, Optimality and Sparsity

Presenter
  • Guang Cheng
November 13, 2019
IAS
Improving PDE solvers and PDE-constrained optimization with deep learning and differentiable programming Thumbnail

Improving PDE solvers and PDE-constrained optimization with deep learning and differentiable programming

Presenter
  • Stephan Hoyer
October 18, 2019
IPAM
Designing Explicit Regularizers for Deep Models Thumbnail

Designing Explicit Regularizers for Deep Models

Presenter
  • Tengyu Ma
October 17, 2019
IAS
Emergent linguistic structure in deep contextual neural word representations Thumbnail

Emergent linguistic structure in deep contextual neural word representations

Presenter
  • Chris Manning
October 15, 2019
IAS
Simulating the Universe with Deep Learning Thumbnail

Simulating the Universe with Deep Learning

Presenter
  • Shirley Ho
October 14, 2019
IPAM
Dynamics of Deep Neural Networks--A Fourier Analysis Perspective Thumbnail

Dynamics of Deep Neural Networks--A Fourier Analysis Perspective

Presenter
  • Yaoyu Zhang
October 4, 2019
IAS
SAMSI Snapshots: 2019 Deep Learning Opening Workshop Thumbnail

SAMSI Snapshots: 2019 Deep Learning Opening Workshop

September 11, 2019
SAMSI
GDRR Opening Workshop: Deep Reinforcement Learning for Asset Based Modeling, Nicholas Polson Thumbnail

GDRR Opening Workshop: Deep Reinforcement Learning for Asset Based Modeling, Nicholas Polson

August 7, 2019
SAMSI
Geometry-aware deep learning: A brief history of equivariant representations and recent results Thumbnail

Geometry-aware deep learning: A brief history of equivariant representations and recent results

Presenter
  • Kostas Daniilidis
May 24, 2019
IPAM
Low Latency Deep Imaging Cytometry Thumbnail

Low Latency Deep Imaging Cytometry

Presenter
  • Bahram Jalali
May 20, 2019
IPAM
PDE Approaches for Deep Learning Thumbnail

PDE Approaches for Deep Learning

Presenter
  • Stanley Osher
May 1, 2019
IPAM