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
Quantum annealing and machine learning - new directions of quantum Thumbnail

Quantum annealing and machine learning - new directions of quantum

Presenter
  • Masayuki Ohzeki
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
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
Learning structured models of physics Thumbnail

Learning structured models of physics

Presenter
  • Peter Battaglia
October 16, 2019
IPAM
Physics-Informed (and -informative) Generative Modelling in Astronomy Thumbnail

Physics-Informed (and -informative) Generative Modelling in Astronomy

Presenter
  • Joshua Bloom
September 23, 2019
IPAM
Special Guest Lecture: There is Kernel Method for That, Ernest Fokoue Thumbnail

Special Guest Lecture: There is Kernel Method for That, Ernest Fokoue

September 4, 2019
SAMSI
Deep Learning Opening Workshop: Robust Information Bottleneck, Poh-Ling Loh Thumbnail

Deep Learning Opening Workshop: Robust Information Bottleneck, Poh-Ling Loh

August 12, 2019
SAMSI
Gauge Equivariant Convolutional Networks Thumbnail

Gauge Equivariant Convolutional Networks

Presenter
  • Taco Cohen
May 24, 2019
IPAM
Deriving Equivalent Networks and hyperparameter optimization Thumbnail

Deriving Equivalent Networks and hyperparameter optimization

Presenter
  • Srikumar Ramalingam
May 23, 2019
IPAM
Infinite-Width Bounded-Norm Networks: A View from Function Space Thumbnail

Infinite-Width Bounded-Norm Networks: A View from Function Space

Presenter
  • Nathan Srebro
April 30, 2019
IPAM
Geometry Representations for Analyzing, Processing, and Generating 3D Shapes with Neural Networks Thumbnail

Geometry Representations for Analyzing, Processing, and Generating 3D Shapes with Neural Networks

Presenter
  • Vova Kim
April 18, 2019
IPAM