Today we’re joined by Anima Anandkumar, Bren Professor of Computing And Mathematical Sciences at Caltech and Sr Director of AI Research at NVIDIA. In our conversation, we take a broad look at the emerging field of AI for Science, focusing on both practical applications and longer-term research areas. We discuss the latest developments in the area of protein folding, and how much it has evolved since we first discussed it on the podcast in 2018, the impact of generative models and stable diffusion on the space, and the application of neural operators. We also explore the ways in which prediction models like weather models could be improved, how foundation models are helping to drive innovation, and finally, we dig into MineDojo, a new framework built on the popular Minecraft game for embodied agent research, which won a 2022 Outstanding Paper Award at NeurIPS.
The complete show notes for this episode can be found at twimlai.com/go/614
Hierarchical and Continual RL with Doina Precup - #567
Open-Source Drug Discovery with DeepChem with Bharath Ramsundar - #566
Advancing Hands-On Machine Learning Education with Sebastian Raschka - #565
Big Science and Embodied Learning at Hugging Face 🤗 with Thomas Wolf - #564
Full-Stack AI Systems Development with Murali Akula - #563
100x Improvements in Deep Learning Performance with Sparsity, w/ Subutai Ahmad - #562
Scaling BERT and GPT for Financial Services with Jennifer Glore - #561
Trends in Deep Reinforcement Learning with Kamyar Azizzadenesheli - #560
Deep Reinforcement Learning at the Edge of the Statistical Precipice with Rishabh Agarwal - #559
Designing New Energy Materials with Machine Learning with Rafael Gomez-Bombarelli - #558
Differentiable Programming for Oceanography with Patrick Heimbach - #557
Trends in Machine Learning & Deep Learning with Zachary Lipton - #556
Solving the Cocktail Party Problem with Machine Learning, w/ Jonathan Le Roux - #555
Machine Learning for Earthquake Seismology with Karianne Bergen - #554
The New DBfication of ML/AI with Arun Kumar - #553
Building Public Interest Technology with Meredith Broussard - #552
A Universal Law of Robustness via Isoperimetry with Sebastien Bubeck - #551
Trends in NLP with John Bohannon - #550
Trends in Computer Vision with Georgia Gkioxari - #549
Kids Run the Darndest Experiments: Causal Learning in Children with Alison Gopnik - #548
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