Videos

Start date cannot be after end date.

Tutorial: Path recovery from signature feature representation

Presenter
  • Weixin Yang
July 8, 2021
ICERM
Tensor-train decomposition and its applications in machine learning Thumbnail

Tensor-train decomposition and its applications in machine learning

Presenter
  • Ivan Oseledets
April 21, 2021
IPAM
Sparse Random Features for Function Approximation Thumbnail

Sparse Random Features for Function Approximation

Presenter
  • Rachel Ward
April 13, 2021
IMSI
Statistical and Machine Learning Methods Applied to the Prediction of Tropical Rainfall Thumbnail

Statistical and Machine Learning Methods Applied to the Prediction of Tropical Rainfall

Presenter
  • Mikyoung Jun
March 5, 2021
IMSI
Contributions to deep learning using a mathematical approach: improved model uncertainty, certified robust models, and faster training of Neural ODEs Thumbnail

Contributions to deep learning using a mathematical approach: improved model uncertainty, certified robust models, and faster training of Neural ODEs

Presenter
  • Adam Oberman
October 5, 2020
IPAM
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