Videos

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Why Deep Learning Works: Heavy-Tailed Random Matrix Theory as an Example of Physics Informed Machine Learning Thumbnail

Why Deep Learning Works: Heavy-Tailed Random Matrix Theory as an Example of Physics Informed Machine Learning

Presenter
  • Michael Mahoney
October 14, 2019
IPAM
Generative and variational modeling for quantum many-body physics Thumbnail

Generative and variational modeling for quantum many-body physics

Presenter
  • Giuseppe Carleo
September 27, 2019
IPAM
Likelihood free generative modeling for high energy physics Thumbnail

Likelihood free generative modeling for high energy physics

Presenter
  • Benjamin Nachman
September 27, 2019
IPAM
SAMSI Snapshots: 2019 Deep Learning Opening Workshop Thumbnail

SAMSI Snapshots: 2019 Deep Learning Opening Workshop

September 11, 2019
SAMSI
Machine learning-enabled enhanced sampling in biomolecular simulation and data-driven design of self-assembling photonic crystals and optoelectonic π-conjugated oligopeptides Thumbnail

Machine learning-enabled enhanced sampling in biomolecular simulation and data-driven design of self-assembling photonic crystals and optoelectonic π-conjugated oligopeptides

Presenter
  • Andrew Ferguson
September 9, 2019
IPAM
Deep Learning Opening Workshop: Horseshoe Regularization for Machine Learning in Complex and Deep Models, Anindya Bhadra Thumbnail

Deep Learning Opening Workshop: Horseshoe Regularization for Machine Learning in Complex and Deep Models, Anindya Bhadra

August 12, 2019
SAMSI
Exploiting the 3D Geometry and the Structure of the World in Deep Learning Thumbnail

Exploiting the 3D Geometry and the Structure of the World in Deep Learning

Presenter
  • Ersin Yumer
May 24, 2019
IPAM
On the Implicit Bias of Dropout Thumbnail

On the Implicit Bias of Dropout

Presenter
  • Rene Vidal
May 23, 2019
IPAM
Robust Estimation and Generative Adversarial Nets Thumbnail

Robust Estimation and Generative Adversarial Nets

Presenter
  • Chao Gao
May 3, 2019
IPAM
Structured embedding spaces for 3D shape completion and synthesis Thumbnail

Structured embedding spaces for 3D shape completion and synthesis

Presenter
  • Anastasia Dubrovina
May 3, 2019
IPAM
PDE Approaches for Deep Learning Thumbnail

PDE Approaches for Deep Learning

Presenter
  • Stanley Osher
May 1, 2019
IPAM
Solving for committor functions in high dimension Thumbnail

Solving for committor functions in high dimension

Presenter
  • Jianfeng Lu
April 29, 2019
IPAM