Playlist: 19 videos

Emerging Challenges in Deep Learning

0:50:22

Knowledge is embedded in language neural networks but can they reason?

Chris Manning (Stanford University)
https://simons.berkeley.edu/talks/tba-74
Emerging Challenges in Deep Learning
Visit talk page
0:45:48

Machine Learning-based Design of Proteins and Small Molecules

Jennifer Listgarten (UC Berkeley)
https://simons.berkeley.edu/talks/machine-learning-based-design-proteins-and-small-molecules
Emerging Challenges in Deep Learning
Visit talk page
0:50:51

Efficient Deep Learning with Humans in the Loop

Zachary Lipton (Carnegie Mellon University)
https://simons.berkeley.edu/talks/tba-79
Emerging Challenges in Deep Learning
Visit talk page
0:47:0

Aligning ML objectives with human values

Paul Christiano (Open AI)
https://simons.berkeley.edu/talks/tba-80
Emerging Challenges in Deep Learning
Visit talk page
0:44:49

Is Deeper Better Only When Shallow Is Good?

Shai Shalev-Shwartz (The Hebrew University of Jerusalem)
https://simons.berkeley.edu/talks/deeper-better-only-when-shallow-good
Emerging Challenges in Deep Learning
Visit talk page
0:50:21

Flexible Neural Networks and the Frontiers of Meta-Learning

Chelsea Finn (Stanford University)
https://simons.berkeley.edu/talks/tba-81
Emerging Challenges in Deep Learning
Visit talk page
0:54:28

On the Hardness of Reinforcement Learning With Value-function Approximation

Nan Jiang (University of Illinois Urbana-Champaign)
https://simons.berkeley.edu/talks/tba-86
Emerging Challenges in Deep Learning
Visit talk page
0:44:54

Reinforcement Learning in Feature Space: Complexity and Regret

Mengdi Wang (Princeton University)
https://simons.berkeley.edu/talks/tba-82
Emerging Challenges in Deep Learning
Visit talk page
0:55:22

Optimality and Approximation with Policy Gradient Methods in Markov Decision Processes

Alekh Agarwal (Microsoft Research Redmond)
https://simons.berkeley.edu/talks/tba-83
Emerging Challenges in Deep Learning
Visit talk page
0:53:26

Off-policy Policy Optimization

Dale Schuurmans (Google Brain & University of Alberta)
https://simons.berkeley.edu/talks/tba-84
Emerging Challenges in Deep Learning
Visit talk page