Menu
calendar icon Jul 24, 2018 videos icon 30 videos
Deep Learning and Reinforcement Learning Summer School, Toronto 2018

Deep Learning and Reinforcement Learning Summer School, Toronto 2018

Deep neural networks are a powerful method for automatically learning distributed representations at multiple levels of abstraction. Over the past decade, they have dramatically pushed forward the state-of-the-art in domains as diverse as vision, language understanding, robotics, game playing, graphics, health care, and genomics. The Deep Learning Summer School (DLSS) covers both the foundations and applications of deep neural networks, from fundamental concepts to cutting-edge research results.

The Reinforcement Learning Summer School (RLSS) covers the basics of reinforcement learning and show its most recent research trends and discoveries, as well as present an opportunity to interact with graduate students and senior researchers in the field.

The 2018 DLSS and the RLSS are hosted by the Canadian Institute For Advanced Research (CIFAR) and the Vector Institute, with participation and support from the Alberta Machine Intelligence Institute and the Institut québécois d’intelligence artificielle (MILA).

Deep Learning Summer School

video-img
01:24:15

Optimization II

Jorge Nocedal

calendar icon Oct 11, 2018 1645 views

video-img
01:24:37

Introduction to Machine Learning

Katherine A. Heller

calendar icon Oct 11, 2018 18090 views

video-img
01:28:29

Neural Networks I

Hugo Larochelle

calendar icon Oct 11, 2018 6029 views

video-img
01:33:51

Neural Networks II

Hugo Larochelle

calendar icon Oct 11, 2018 2201 views

video-img
01:28:58

Deep Learning and Music

Sageev Oore

calendar icon Oct 11, 2018 1515 views

video-img
01:33:54

Advanced Deep Vision

Sanja Fidler

calendar icon Oct 11, 2018 3872 views

video-img
01:09:46

Optimization I

Jimmy Ba

calendar icon Oct 11, 2018 3016 views

video-img
01:30:39

Recurrent Neural Networks (RNNs)

Yoshua Bengio

calendar icon Oct 11, 2018 5126 views

video-img
01:18:45

RAMP (Practical session)

Balázs Kégl

calendar icon Oct 11, 2018 1435 views

Draft
video-img
01:18:27

Introduction to Convolutional Neural Networks (CNNs)

Jonathon Shlens

calendar icon Oct 11, 2018 2513 views

video-img
01:34:52

Computational Neuroscience

Blake Aaron Richards

calendar icon Oct 11, 2018 1780 views

video-img
01:31:39

Bayesian Neural Nets

Andrew Gordon Wilson

calendar icon Oct 11, 2018 7435 views

video-img
01:19:01

Interpretability

Been Kim

calendar icon Oct 11, 2018 2862 views

video-img
01:19:43

Multimodal Learning

Jamie Kiros

calendar icon Oct 11, 2018 1915 views

video-img
01:26:03

Language Understanding

Graham Neubig

calendar icon Oct 11, 2018 1814 views

video-img
01:21:23

Generative Models II

Phillip Isola

calendar icon Oct 11, 2018 1875 views

video-img
01:29:36

Generative Models I

David Kristjanson Duvenaud

calendar icon Oct 11, 2018 3310 views

video-img
01:30:51

Theory

Sanjeev Arora

calendar icon Oct 11, 2018 2015 views

video-img
01:17:56

Autodiff

David Kristjanson Duvenaud

calendar icon Oct 11, 2018 2762 views

Reinforcement Learning Summer School

video-img
01:29:34

Policy Search

Sergey Levine

calendar icon Oct 11, 2018 2712 views

video-img
01:31:48

Temporal Abstraction

Doina Precup

calendar icon Oct 11, 2018 1576 views

video-img
01:20:53

Bandits and Explore/Exploit in RL

Tor Lattimore

calendar icon Oct 11, 2018 1292 views

video-img
01:26:17

Multi-task and Transfer in RL

Emma Brunskill

calendar icon Oct 11, 2018 1408 views

video-img
01:01:37

Multi-agent RL

Michael Bowling

calendar icon Oct 11, 2018 1956 views

video-img
01:26:23

Deep RL

Marc G. Bellemare

calendar icon Oct 11, 2018 1682 views

video-img
01:00:27

Safety in RL

Mohammad Ghavamzadeh

calendar icon Oct 11, 2018 1346 views

video-img
01:05:05

Imitation Learning

Hal Daumé III

calendar icon Oct 11, 2018 1456 views

video-img
01:22:11

Off-Policy Learning

Martha White

calendar icon Oct 19, 2018 2128 views

video-img
01:28:53

Introduction to RL and TD

Richard S. Sutton

calendar icon Oct 11, 2018 7733 views

video-img
01:31:51

Batch RL and ADP

Amir-massoud Farahmand

calendar icon Oct 11, 2018 1694 views

Except where otherwise noted, content on this site is licensed under a Creative Commons Attribution-NonCommercial-NoDerivs 4.0 International license.