AI Rewind 2021: Trends in Machine Learning & Deep Learning with Zachary Lipton
EPISODE 556
|
JANUARY
27,
2022
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About this Episode
Today we continue our AI Rewind 2021 series joined by a friend of the show, assistant professor at Carnegie Mellon University, and AI Rewind veteran, Zack Lipton! In our conversation with Zack, we touch on recurring themes like “NLP Eating AI” and the recent slowdown in innovation in the field, the redistribution of resources across research problems, and where the opportunities for real breakthroughs lie. We also discuss problems facing the current peer-review system, notable research from last year like the introduction of the WILDS library, and the evolution of problems (and potential solutions) in fairness, bias, and equity. Of course, we explore some of the use cases and application areas that made notable progress in 2021, what Zack is looking forward to in 2022 and beyond, and much more!
About the Guest
Zachary Lipton
Carnegie Mellon University
Resources
- Paper: General Identifiability with Arbitrary Surrogate Experiments
- Paper: What's Sex Got To Do With Fair Machine Learning? - Lily Hu, Issa Kohler-Hausmann
- Dataset: WILDS
- Elan Rosenfeld
- David Lopez-Paz
- Article: Highly accurate protein structure prediction with AlphaFold
- Paper: Mixture Proportion Estimation and PU Learning: A Modern Approach
- Paper: RATT: Leveraging Unlabeled Data to Guarantee Generalization
- Paper: Off-Policy Risk Assessment in Contextual Bandits
- Paper: Fair Machine Learning Under Partial Compliance
- Paper: Does Pretraining for Summarization Require Knowledge Transfer?
- Github: DoWhy
- Github: TextAttack
- DynaBench
- HuggingFace
- Paper: An Introduction to Proximal Causal Learning
- Elias Bareinboim
- Sina Fazelpour
- Article: Disparate Causes, pt. I
- Article: Disparate Causes, pt. II
- Trends in Machine Learning & Deep Learning with Zack Lipton - #334
- “Fairwashing” and the Folly of ML Solutionism with Zachary Lipton - #285
- Trends in NLP with John Bohannon - #550
- Trends in Computer Vision with Georgia Gkioxari - #549
