08L – Self-supervised learning and variational inference
Alfredo Canziani Alfredo Canziani
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 Published On Aug 11, 2021

Course website: http://bit.ly/DLSP21-web
Playlist: http://bit.ly/DLSP21-YouTube
Speaker: Yann LeCun

Chapters
00:00:00 – Welcome to class
00:00:45 – GANs revisited
00:17:07 – Self-supervised learning: a broader purpose
00:31:59 – Sparse modeling
00:43:25 – Amortized inference
00:51:21 – Convolutional sparse modeling (with group sparsity
00:55:12 – Discriminant recurrent sparse AE
00:57:26 – Other self-supervised learning techniques
00:58:45 – Group sparsity
01:07:47 – Regularization through temporal consistency
01:12:09 – VAE: intuitive interpretation
01:26:13 – VAE: probabilistic variational approximation-based interpretation

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