Tutorials
Sketching and Streaming Algorithms
Jelani Nelson
Mon Dec 07
Deep Conversational AI
Pascale N Fung, Yun-Nung (Vivian) Chen, Zhaojiang Lin, Andrea Madotto
Mon Dec 07
Designing Learning Dynamics
Marta Garnelo, David Balduzzi, Wojciech Czarnecki
Mon Dec 07
Equivariant Networks
Risi Kondor, Taco Cohen
Mon Dec 07
There and Back Again: A Tale of Slopes and Expectations
Marc Deisenroth, Cheng Soon Ong
Mon Dec 07
Beyond Accuracy: Grounding Evaluation Metrics for Human-Machine Learning Systems
Praveen Chandar, Fernando Diaz, Brian St. Thomas
Mon Dec 07
Where Neuroscience meets AI (And What’s in Store for the Future)
Jane Wang, Kevin Miller, Adam H. Marblestone
Mon Dec 07
Practical Uncertainty Estimation and Out-of-Distribution Robustness in Deep Learning
Dustin Tran, Balaji Lakshminarayanan, Jasper Snoek
Mon Dec 07
Offline Reinforcement Learning: From Algorithm Design to Practical Applications
Sergey Levine, Aviral Kumar
Mon Dec 07
Advances in Approximate Inference
Yingzhen Li, Cheng Zhang
Mon Dec 07
Abstraction & Reasoning in AI systems: Modern Perspectives
Francois Chollet, Melanie Mitchell, Christian Szegedy
Mon Dec 07
Machine Learning for Astrophysics and Astrophysics Problems for Machine Learning
David W Hogg, Kate Storey-Fisher
Mon Dec 07
Policy Optimization in Reinforcement Learning
Sham M Kakade, Martha White, Nicolas Le Roux
Mon Dec 07
Federated Learning and Analytics: Industry Meets Academia
Peter Kairouz, Brendan McMahan, Virginia Smith
Mon Dec 07
Explaining Machine Learning Predictions: State-of-the-art, Challenges, and Opportunities
Himabindu Lakkaraju, Julius Adebayo, Sameer Singh
Mon Dec 07
Deep Implicit Layers: Neural ODEs, Equilibrium Models, and Differentiable Optimization
David Duvenaud, J. Zico Kolter, Matthew Johnson
Mon Dec 07
Tutorial Questions and Answers
Risi Kondor, Taco Cohen
Tue Dec 08
Tutorial Questions and Answers
Marc Deisenroth, Cheng Soon Ong
Tue Dec 08
Tutorial Questions and Answers
Sergey Levine, Aviral Kumar
Wed Dec 09
Tutorial Questions and Answers
Jelani Nelson
Wed Dec 09
Tutorial Questions and Answers
Praveen Chandar, Fernando Diaz, Brian St. Thomas
Wed Dec 09
Tutorial Questions and Answers
Yingzhen Li, Cheng Zhang
Wed Dec 09
Tutorial Questions and Answers
Himabindu Lakkaraju, Julius Adebayo, Sameer Singh
Wed Dec 09
Tutorial Questions and Answers
Dustin Tran, Balaji Lakshminarayanan, Jasper Snoek
Thu Dec 10
Tutorial Questions and Answers
Francois Chollet, Melanie Mitchell, Christian Szegedy
Thu Dec 10
Tutorial Questions and Answers
Pascale N Fung, Yun-Nung (Vivian) Chen, Zhaojiang Lin, Andrea Madotto
Thu Dec 10
Tutorial Questions and Answers
Marta Garnelo, David Balduzzi, Wojciech Czarnecki
Thu Dec 10
Tutorial Questions and Answers
David Duvenaud, J. Zico Kolter, Matthew Johnson
Thu Dec 10
Tutorial Questions and Answers
Peter Kairouz, Brendan McMahan, Virginia Smith
Fri Dec 11
Tutorial Questions and Answers
Sham M Kakade, Martha White, Nicolas Le Roux
Fri Dec 11