Videos

Start date cannot be after end date.
The Peculiar Optimization and Regularization Challenges in Multi-Task Learning and Meta-Learning Thumbnail

The Peculiar Optimization and Regularization Challenges in Multi-Task Learning and Meta-Learning

Presenter
  • Chelsea Finn
April 16, 2020
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
Deep Learning Opening Workshop: Solution Estimators in Stochastic Optimization, Amitabh Basu Thumbnail

Deep Learning Opening Workshop: Solution Estimators in Stochastic Optimization, Amitabh Basu

August 12, 2019
SAMSI

The Information Bottleneck theory of Deep Learning and the computational benefit of the hidden layers

Presenter
  • Naftali Tishby
February 21, 2019
ICERM
Deep Learning, Self-Taught Learning and Unsupervised Feature Learning Thumbnail

Deep Learning, Self-Taught Learning and Unsupervised Feature Learning

Presenter
  • Andrew Ng
July 10, 2012
IPAM
Optimization, Learning and the Universality of Mirror Descent Thumbnail

Optimization, Learning and the Universality of Mirror Descent

Presenter
  • Nathan (Nati) Srebro
March 29, 2012
IMA
How to learn from a single network: Relational learning for social network domains Thumbnail

How to learn from a single network: Relational learning for social network domains

Presenter
  • Jennifer Neville
March 28, 2012
IMA
Wei Zhu - Structure-preserving machine learning and data-driven structure discovery - IPAM at UCLA Thumbnail

Wei Zhu - Structure-preserving machine learning and data-driven structure discovery - IPAM at UCLA

Presenter
  • Wei Zhu
July 18, 2025
IPAM
Deep Uncertainty Quantification for Dynamics Learning and Decision-Making Thumbnail

Deep Uncertainty Quantification for Dynamics Learning and Decision-Making

Presenter
  • Rose Yu
June 13, 2025
IMSI
A Theory of Generalized Boosting Thumbnail

A Theory of Generalized Boosting

Presenter
  • Nataly Brukhim
March 4, 2025
IAS
Pronita Mehrotra - Cognitive Mechanisms That Power Learning and Creativity - IPAM at UCLA Thumbnail

Pronita Mehrotra - Cognitive Mechanisms That Power Learning and Creativity - IPAM at UCLA

Presenter
  • Pronita Mehrotra
November 8, 2024
IPAM
Understanding diffusion in complex materials using machine learning and a variational approach Thumbnail

Understanding diffusion in complex materials using machine learning and a variational approach

Presenter
  • Dallas Trinkle
May 16, 2024
IMSI