- 07 – Unsupervised learning: autoencoding the targets

07 – Unsupervised learning: autoencoding the targets

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

Chapters
00:00 – 2021 edition disclaimer
02:28 – Unsupervised learning and generative models
05:42 – Input space interpolation
08:24 – Latent space interpolation
10:54 – Conditio...
Course website: http://bit.ly/DLSP21-web
Playlist: http://bit.ly/DLSP21-YouTube
Speaker: Yann LeCun, Alfredo Canziani

Chapters
00:00 – 2021 edition disclaimer
02:28 – Unsupervised learning and generative models
05:42 – Input space interpolation
08:24 – Latent space interpolation
10:54 – Conditional generative networks
13:37 – Style transfer
16:21 – Super resolution
21:37 – Inpainting
23:19 – Caption to image (Dall-e)
28:24 – Definitions: x, y, z
31:27 – Recap: conditional latent variable EBM
32:12 – Recap: energy function
32:39 – Softmin training recap → autoencoder via amortised inference
38:40 – Reconstruction energies
39:24 – Loss functional
43:59 – Under and over complete hidden layer
48:58 – Denoising autoencoder
54:28 – Nearest neighbourhood denoising autoencoder
55:00 – Sparse autoencoder
55:20 – Final remarks

#PyTorch #NYU #Yann LeCun #Deep Learning #neural networks

スペースでAND検索・ORで区切るとOR検索・先頭に「-」で除外検索

– 2021 edition disclaimer - 07 – Unsupervised learning: autoencoding the targets

– 2021 edition disclaimer

07 – Unsupervised learning: autoencoding the targets
2021年05月01日　
00:00:00 - 00:02:28
– Unsupervised learning and generative models - 07 – Unsupervised learning: autoencoding the targets

– Unsupervised learning and generative models

07 – Unsupervised learning: autoencoding the targets
2021年05月01日　
00:02:28 - 00:05:42
– Input space interpolation - 07 – Unsupervised learning: autoencoding the targets

– Input space interpolation

07 – Unsupervised learning: autoencoding the targets
2021年05月01日　
00:05:42 - 00:08:24
– Latent space interpolation - 07 – Unsupervised learning: autoencoding the targets

– Latent space interpolation

07 – Unsupervised learning: autoencoding the targets
2021年05月01日　
00:08:24 - 00:10:54
– Conditional generative networks - 07 – Unsupervised learning: autoencoding the targets

– Conditional generative networks

07 – Unsupervised learning: autoencoding the targets
2021年05月01日　
00:10:54 - 00:13:37
– Style transfer - 07 – Unsupervised learning: autoencoding the targets

– Style transfer

07 – Unsupervised learning: autoencoding the targets
2021年05月01日　
00:13:37 - 00:16:21
– Super resolution - 07 – Unsupervised learning: autoencoding the targets

– Super resolution

07 – Unsupervised learning: autoencoding the targets
2021年05月01日　
00:16:21 - 00:21:37
– Inpainting - 07 – Unsupervised learning: autoencoding the targets

– Inpainting

07 – Unsupervised learning: autoencoding the targets
2021年05月01日　
00:21:37 - 00:23:19
– Caption to image (Dall-e) - 07 – Unsupervised learning: autoencoding the targets

– Caption to image (Dall-e)

07 – Unsupervised learning: autoencoding the targets
2021年05月01日　
00:23:19 - 00:28:24
@Alfredo Canziani Thank you! - 07 – Unsupervised learning: autoencoding the targets

@Alfredo Canziani Thank you!

07 – Unsupervised learning: autoencoding the targets
2021年05月01日　
00:23:32 - 00:56:42
@Alfredo Canziani I was referring to - 27:20 😅... You uploaded a new video today🎉😊😊😊 - 07 – Unsupervised learning: autoencoding the targets

@Alfredo Canziani I was referring to - 27:20 😅... You uploaded a new video today🎉😊😊😊

07 – Unsupervised learning: autoencoding the targets
2021年05月01日　
00:26:57 - 00:56:42
– Definitions: x, y, z - 07 – Unsupervised learning: autoencoding the targets

– Definitions: x, y, z

07 – Unsupervised learning: autoencoding the targets
2021年05月01日　
00:28:24 - 00:31:27
– Recap: conditional latent variable EBM - 07 – Unsupervised learning: autoencoding the targets

– Recap: conditional latent variable EBM

07 – Unsupervised learning: autoencoding the targets
2021年05月01日　
00:31:27 - 00:32:12
– Recap: energy function - 07 – Unsupervised learning: autoencoding the targets

– Recap: energy function

07 – Unsupervised learning: autoencoding the targets
2021年05月01日　
00:32:12 - 00:32:39
– Softmin training recap → autoencoder via amortised inference - 07 – Unsupervised learning: autoencoding the targets

– Softmin training recap → autoencoder via amortised inference

07 – Unsupervised learning: autoencoding the targets
2021年05月01日　
00:32:39 - 00:38:40
– Reconstruction energies - 07 – Unsupervised learning: autoencoding the targets

– Reconstruction energies

07 – Unsupervised learning: autoencoding the targets
2021年05月01日　
00:38:40 - 00:39:24
– Loss functional - 07 – Unsupervised learning: autoencoding the targets

– Loss functional

07 – Unsupervised learning: autoencoding the targets
2021年05月01日　
00:39:24 - 00:43:59
– Under and over complete hidden layer - 07 – Unsupervised learning: autoencoding the targets

– Under and over complete hidden layer

07 – Unsupervised learning: autoencoding the targets
2021年05月01日　
00:43:59 - 00:48:58
– Denoising autoencoder - 07 – Unsupervised learning: autoencoding the targets

– Denoising autoencoder

07 – Unsupervised learning: autoencoding the targets
2021年05月01日　
00:48:58 - 00:54:28
– Nearest neighbourhood denoising autoencoder - 07 – Unsupervised learning: autoencoding the targets

– Nearest neighbourhood denoising autoencoder

07 – Unsupervised learning: autoencoding the targets
2021年05月01日　
00:54:28 - 00:55:00
– Sparse autoencoder - 07 – Unsupervised learning: autoencoding the targets

– Sparse autoencoder

07 – Unsupervised learning: autoencoding the targets
2021年05月01日　
00:55:00 - 00:55:20
– Final remarks - 07 – Unsupervised learning: autoencoding the targets

– Final remarks

07 – Unsupervised learning: autoencoding the targets
2021年05月01日　
00:55:20 - 00:56:42
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スペースでAND検索・ORで区切るとOR検索・先頭に「-」で除外検索

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