Playlist: 26 videos

Frontiers of Deep Learning

0:49:18

Using Deep Learning for Perception in Autonomous Systems: A Perspective from Control Theory

Claire Tomlin (UC Berkeley)
https://simons.berkeley.edu/talks/tbd-59
Frontiers of Deep Learning
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0:46:16

Kernel and Deep Regimes in Overparameterized Learning

Suriya Gunasekar (Toyota Technology Institute, Chicago)
https://simons.berkeley.edu/talks/tbd-73
Frontiers of Deep Learning
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0:45:43

Towards Understanding Transfer Learning with Applications to Medical Imaging

Maithra Raghu (Cornell University & Google Brain)
https://simons.berkeley.edu/talks/tbd-68
Frontiers of Deep Learning
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0:47:18

Meta-learning of Optimizers and Update Rules

Jascha Sohl-Dickstein (Google Brain)
https://simons.berkeley.edu/talks/tbd-60
Frontiers of Deep Learning
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0:44:40

Studying Generalization in Deep Learning via PAC-Bayes

Gintare Karolina Dziugaite (Element AI)
https://simons.berkeley.edu/talks/tbd-77
Frontiers of Deep Learning
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0:34:57

Sample-complexity of Estimating Convolutional and Recurrent Neural Networks

Aarti Singh (Carnegie Mellon University)
https://simons.berkeley.edu/talks/tbd-54
Frontiers of Deep Learning
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