Wahid Bhimji
Deep Learning on Supercomputers for Fundamental Science [virtual]
Joachim M. Buhmann
Machine Learning — A Paradigm Shift in Human Thought!?
Kate Saenko
Overcoming Dataset Bias in Deep Learning [virtual]
Professors and courses
Arindam Banerjee
[intermediate/advanced] Deep Generative and Dynamical Models
Pierre Baldi
[intermediate/advanced] Deep Learning: Applications in the Natural Sciences
Mikhail Belkin
[intermediate/advanced] Modern Machine Learning and Deep Learning through the Prism of Interpolation
Arthur Gretton
[intermediate/advanced] Probability Divergences and Generative Models
Phillip Isola
[intermediate] Deep Generative Models
Mohit Iyyer
[intermediate/advanced] Natural Language Generation
Irwin King
[intermediate/advanced] Deep Learning on Graphs
Tor Lattimore
[intermediate/advanced] Tools and Techniques of Reinforcement Learning to Overcome Bellman’s Curse of Dimensionality
Vincent Lepetit
[intermediate] Deep Learning and 3D Reasoning for 3D Scene Understanding
Dimitris N. Metaxas
[intermediate/advanced] Model-based, Explainable, Semisupervised and Unsupervised Machine Learning for Dynamic Analytics in Computer Vision and Medical Image Analysis
Sean Meyn
[introductory/intermediate] Reinforcement Learning: Fundamentals, and Roadmaps for Successful Design
Louis-Philippe Morency
[intermediate/advanced] Multimodal Machine Learning
Wojciech Samek
[introductory/intermediate] Explainable AI: Concepts, Methods and Applications
Clarisa Sánchez
[introductory/intermediate] Mechanisms for Trustworthy AI in Medical Image Analysis and Healthcare
Björn W. Schuller
[introductory/intermediate] Deep Multimedia Processing
Jonathon Shlens
[introductory/intermediate] Learning a Representation of the Visual World with Neural Networks [virtual]
Johan Suykens
[introductory/intermediate] Deep Learning, Neural Networks and Kernel Machines
A. Murat Tekalp
[intermediate/advanced] Deep Learning for Image/Video Restoration and Compression
Alexandre Tkatchenko
[introductory/intermediate] Machine Learning for Physics and Chemistry
Li Xiong
[introductory/intermediate] Differential Privacy and Certified Robustness for Deep Learning
Ming Yuan
[intermediate/advanced] Low Rank Tensor Methods in High Dimensional Data Analysis