Adam Oberman Applied Mathematics Research
  • Home
  • Research
  • Oberman Lab
  • Teaching
  • Home
  • Research
  • Oberman Lab
  • Teaching

Applied Mathematics Research

Adam M. Oberman,
Professor, Department of Mathematics and Statistics,
McGill University

Videos of recent conference presentations

Picture
Picture
Video (link): Generalization Theory in Machine Learning Tutorial at IPAM March 2020
Picture
Video : Tutorial on SGD
Picture
Chris Finlay talk on Training Neural ODEs - regularization related to Optimal Transportation
Picture
Levon Nurbekyan on mean field games

News

News:
  • Canada CIFAR AI chairs 2021 cohort announced: cifar.ca/ai/canada-cifar-ai-chairs/
  • Medium Post by Mariana Prazeres on Stochastic Gradient Descent
  • Spotlight Talk at UDL ICML Workshop: Calibrated Top-1 Uncertainty Estimates for classifcation by score based models Adam Oberman Chris Finlay, Alexander Iannantuono, Tiago Salvador  arxiv  spotlight presentation at Spotlight Talk at UDL ICML Workshop (140 accepted papers, 6 contributed talks, 8 spotlight talks).
  • Accepted at ICML 2020: How to train your neural ODE Chris Finlay, Jorn-Henrik Jacobsen, Levon Nurbekyan, Adam Oberman arxiv 
  • Survey paper for math audience: Partial differential equation regularization for supervised machine learning, Adam Oberman AMS Contemporary Math arxiv

Presentations:
  • Accelerated SGD slides
  • Mathematics applied to Deep Neural Networks (Nov 2018):  slides, Video
  • Presentation on Generalization of Deep Neural Networks and Adversarial Robustness (Oct 2018) slides
  • Introductory (non research) talk for undergraduates on Math and Deep Neural Networks (Sept 2018), based on the JASON report
  • Deep Relaxation: slides.pdf  and  Video of Lecture at 2017 09 IPAM Conference on Mean Field Games

Undergraduate Research:
  • Student researchers are selected from my classes.   If you are interested in research, please take my class (and do well). 

About

Adam Oberman. 
  • Canada CIFAR AI chair, associate member of Mila , 2020
  • Full Professor 2017, faculty at McGill in 2012. Faculty at Simon Fraser University  from 2004 to 2012.  Postdoc at the University of Texas, at Austin from 2001-2004.  Simons Fellowship at UCLA in 2017.   PhD from the University of Chicago.
adam.oberman@mcgill.ca
Dept of Mathematics and Statistics
Burnside Hall, Room 1106
805 Sherbrooke St W
Montreal Quebec H3A0B9 Canada
Picture