Playlist: 19 videos

Emerging Challenges in Deep Learning

0:52:29

Reinforcement Learning in Recommender Systems: Some Challenges

Craig Boutilier (Google and University of Toronto)
https://simons.berkeley.edu/talks/reinforcement-learning-recommender-systems-some-challenges
Emerging Challenges in Deep Learning
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0:46:35

Reinforcement Learning via an Optimization Lens

Lihong Li (Google Brain)
https://simons.berkeley.edu/talks/tba-85
Emerging Challenges in Deep Learning
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0:54:47

Towards Verified Deep Learning

Sanjit Seshia (UC Berkeley)
https://simons.berkeley.edu/talks/towards-verified-deep-learning
Emerging Challenges in Deep Learning
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0:50:27

Integrating Constraints into Deep Learning Architectures with Structured Layers

Zico Kolter (CMU Bosch)
https://simons.berkeley.edu/talks/integrating-constraints-deep-learning-architectures-structured-layers
Emerging Challenges in Deep Learning
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Procurement as Policy: Administrative Process For Machine Learning

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0:48:16

Inherent Trade-offs with the Local Explanations Paradigm

Julius Adebayo (MIT)
https://simons.berkeley.edu/talks/tba-91
Emerging Challenges in Deep Learning
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0:44:42

How to Fail Interpretability Research

Been Kim (Google Brain)
https://simons.berkeley.edu/talks/tba-90
Emerging Challenges in Deep Learning
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0:41:6

Better Learning from the Past: Counterfactual / Batch RL

Emma Brunskill (Stanford University)
https://simons.berkeley.edu/talks/tba-92
Emerging Challenges in Deep Learning
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0:53:22

Designing Robust Learners

Jacob Steinhardt (Stanford University)
https://simons.berkeley.edu/talks/tba-93
Emerging Challenges in Deep Learning
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