About
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).
Videos
Deep Learning Summer School
Optimization II
Oct 11, 2018 1640 views
Introduction to Machine Learning
Oct 11, 2018 18087 views
Neural Networks I
Oct 11, 2018 6025 views
Neural Networks II
Oct 11, 2018 2197 views
Deep Learning and Music
Oct 11, 2018 1513 views
Advanced Deep Vision
Oct 11, 2018 3869 views
Optimization I
Oct 11, 2018 3012 views
Recurrent Neural Networks (RNNs)
Oct 11, 2018 5122 views
RAMP (Practical session)
Oct 11, 2018 1428 views
Introduction to Convolutional Neural Networks (CNNs)
Oct 11, 2018 2513 views
Computational Neuroscience
Oct 11, 2018 1775 views
Bayesian Neural Nets
Oct 11, 2018 7427 views
Interpretability
Oct 11, 2018 2858 views
Multimodal Learning
Oct 11, 2018 1910 views
Language Understanding
Oct 11, 2018 1812 views
Generative Models II
Oct 11, 2018 1871 views
Generative Models I
Oct 11, 2018 3307 views
Theory
Oct 11, 2018 2006 views
Autodiff
Oct 11, 2018 2760 views
Reinforcement Learning Summer School
Policy Search
Oct 11, 2018 2708 views
Temporal Abstraction
Oct 11, 2018 1574 views
Bandits and Explore/Exploit in RL
Oct 11, 2018 1290 views
Multi-task and Transfer in RL
Oct 11, 2018 1404 views
Multi-agent RL
Oct 11, 2018 1951 views
Deep RL
Oct 11, 2018 1677 views
Safety in RL
Oct 11, 2018 1342 views
Imitation Learning
Oct 11, 2018 1451 views
Off-Policy Learning
Oct 19, 2018 2126 views
Introduction to RL and TD
Oct 11, 2018 7722 views
Batch RL and ADP
Oct 11, 2018 1688 views
