Videos

Start date cannot be after end date.
Toward a theory of optimization for over-parameterized systems of non-linear equations: the lessons of deep learning Thumbnail

Toward a theory of optimization for over-parameterized systems of non-linear equations: the lessons of deep learning

Presenter
  • Mikhail Belkin
April 21, 2020
IPAM
Assumption-free prediction intervals for black-box regression algorithms Thumbnail

Assumption-free prediction intervals for black-box regression algorithms

Presenter
  • Aaditya Ramdas
April 21, 2020
IAS
PDE analysis for sampling dynamics and generative models Thumbnail

PDE analysis for sampling dynamics and generative models

Presenter
  • Jianfeng Lu
April 20, 2020
IPAM
Data Development and Deep Learning for HJB Equations Thumbnail

Data Development and Deep Learning for HJB Equations

Presenter
  • Wei Kang
April 2, 2020
IPAM
Towards a mathematical model of the brain Thumbnail

Towards a mathematical model of the brain

Presenter
  • Lai-Sang Young
March 9, 2020
IAS
Learning Control from Minimal Prior Knowledge Thumbnail

Learning Control from Minimal Prior Knowledge

Presenter
  • Martin Riedmiller
February 25, 2020
IPAM
Deep Learning of dynamical systems for mechanistic insight and prediction in psychiatry Thumbnail

Deep Learning of dynamical systems for mechanistic insight and prediction in psychiatry

Presenter
  • Daniel Durstewitz
February 18, 2020
IPAM
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