- 06 – Latent Variable Energy Based Models (LV-EBMs), training

06 – Latent Variable Energy Based Models (LV-EBMs), training

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

Chapters
00:00 – Welcome to class
01:11 – Zero Temperature Limit (ZTL) free energy recap
05:29 – (warmer) Free energy
15:42 – Infinite Temperature Limit
20:20 – Free energy, example y = Y[23...
Course website: http://bit.ly/DLSP21-web
Playlist: http://bit.ly/DLSP21-YouTube
Speaker: Alfredo Canziani

Chapters
00:00 – Welcome to class
01:11 – Zero Temperature Limit (ZTL) free energy recap
05:29 – (warmer) Free energy
15:42 – Infinite Temperature Limit
20:20 – Free energy, example y = Y[23]
25:22 – Free energy, example y = Y[10]
26:41 – Free energy, example y = (0, 0)
28:30 – Nomenclature and PyTorch
34:13 – Training!
35:44 – Loss functionals
46:09 – ZTL vs. varmer temperature training
49:50 – Conditional case
51:47 – Untrained model manifold
54:11 – Energy function E(x, y, z)
56:48 – Trained model manifold
59:54 – Learning the Decoder
1:01:15 – Choosing the latent size
1:03:02 – And that was it

#PyTorch #NYU #Yann LeCun #Deep Learning #neural networks
– Welcome to class - 06 – Latent Variable Energy Based Models (LV-EBMs), training

– Welcome to class

06 – Latent Variable Energy Based Models (LV-EBMs), training
2021年04月14日 
00:00:00 - 00:01:11
– Zero Temperature Limit (ZTL) free energy recap - 06 – Latent Variable Energy Based Models (LV-EBMs), training

– Zero Temperature Limit (ZTL) free energy recap

06 – Latent Variable Energy Based Models (LV-EBMs), training
2021年04月14日 
00:01:11 - 00:05:29
– (warmer) Free energy - 06 – Latent Variable Energy Based Models (LV-EBMs), training

– (warmer) Free energy

06 – Latent Variable Energy Based Models (LV-EBMs), training
2021年04月14日 
00:05:29 - 00:15:42
I have a question about Free energy with beta (Video around ).You and Dr.Lecun mentioned the lowest energy will survive.When we multiply any number with infinity, how they survive?Sorry for the dumb question. But to understand this, I revisited lecture video several times.. - 06 – Latent Variable Energy Based Models (LV-EBMs), training

I have a question about Free energy with beta (Video around ).You and Dr.Lecun mentioned the lowest energy will survive.When we multiply any number with infinity, how they survive?Sorry for the dumb question. But to understand this, I revisited lecture video several times..

06 – Latent Variable Energy Based Models (LV-EBMs), training
2021年04月14日 
00:08:58 - 01:04:49
k_BT at ? - 06 – Latent Variable Energy Based Models (LV-EBMs), training

k_BT at ?

06 – Latent Variable Energy Based Models (LV-EBMs), training
2021年04月14日 
00:10:30 - 01:04:49
– Infinite Temperature Limit - 06 – Latent Variable Energy Based Models (LV-EBMs), training

– Infinite Temperature Limit

06 – Latent Variable Energy Based Models (LV-EBMs), training
2021年04月14日 
00:15:42 - 00:20:20
– Free energy, example y = Y[23] - 06 – Latent Variable Energy Based Models (LV-EBMs), training

– Free energy, example y = Y[23]

06 – Latent Variable Energy Based Models (LV-EBMs), training
2021年04月14日 
00:20:20 - 00:25:22
– Free energy, example y = Y[10] - 06 – Latent Variable Energy Based Models (LV-EBMs), training

– Free energy, example y = Y[10]

06 – Latent Variable Energy Based Models (LV-EBMs), training
2021年04月14日 
00:25:22 - 00:26:41
– Free energy, example y = (0, 0) - 06 – Latent Variable Energy Based Models (LV-EBMs), training

– Free energy, example y = (0, 0)

06 – Latent Variable Energy Based Models (LV-EBMs), training
2021年04月14日 
00:26:41 - 00:28:30
– Nomenclature and PyTorch - 06 – Latent Variable Energy Based Models (LV-EBMs), training

– Nomenclature and PyTorch

06 – Latent Variable Energy Based Models (LV-EBMs), training
2021年04月14日 
00:28:30 - 00:34:13
– Training! - 06 – Latent Variable Energy Based Models (LV-EBMs), training

– Training!

06 – Latent Variable Energy Based Models (LV-EBMs), training
2021年04月14日 
00:34:13 - 00:35:44
– Loss functionals - 06 – Latent Variable Energy Based Models (LV-EBMs), training

– Loss functionals

06 – Latent Variable Energy Based Models (LV-EBMs), training
2021年04月14日 
00:35:44 - 00:46:09
– ZTL vs. varmer temperature training - 06 – Latent Variable Energy Based Models (LV-EBMs), training

– ZTL vs. varmer temperature training

06 – Latent Variable Energy Based Models (LV-EBMs), training
2021年04月14日 
00:46:09 - 00:49:50
– Conditional case - 06 – Latent Variable Energy Based Models (LV-EBMs), training

– Conditional case

06 – Latent Variable Energy Based Models (LV-EBMs), training
2021年04月14日 
00:49:50 - 00:51:47
– Untrained model manifold - 06 – Latent Variable Energy Based Models (LV-EBMs), training

– Untrained model manifold

06 – Latent Variable Energy Based Models (LV-EBMs), training
2021年04月14日 
00:51:47 - 00:54:11
– Energy function E(x, y, z) - 06 – Latent Variable Energy Based Models (LV-EBMs), training

– Energy function E(x, y, z)

06 – Latent Variable Energy Based Models (LV-EBMs), training
2021年04月14日 
00:54:11 - 00:56:48
– Trained model manifold - 06 – Latent Variable Energy Based Models (LV-EBMs), training

– Trained model manifold

06 – Latent Variable Energy Based Models (LV-EBMs), training
2021年04月14日 
00:56:48 - 00:59:54
– Learning the Decoder - 06 – Latent Variable Energy Based Models (LV-EBMs), training

– Learning the Decoder

06 – Latent Variable Energy Based Models (LV-EBMs), training
2021年04月14日 
00:59:54 - 01:01:15
– Choosing the latent size - 06 – Latent Variable Energy Based Models (LV-EBMs), training

– Choosing the latent size

06 – Latent Variable Energy Based Models (LV-EBMs), training
2021年04月14日 
01:01:15 - 01:03:02
d zero-energy space... But at  you said that if z is 2d, there is no known constraint on the zero-energy space and that the zero-energy space would be flat. Is there an intuition on why is that? Or maybe I misunderstood? - 06 – Latent Variable Energy Based Models (LV-EBMs), training

d zero-energy space... But at you said that if z is 2d, there is no known constraint on the zero-energy space and that the zero-energy space would be flat. Is there an intuition on why is that? Or maybe I misunderstood?

06 – Latent Variable Energy Based Models (LV-EBMs), training
2021年04月14日 
01:02:44 - 01:04:49
– And that was it - 06 – Latent Variable Energy Based Models (LV-EBMs), training

– And that was it

06 – Latent Variable Energy Based Models (LV-EBMs), training
2021年04月14日 
01:03:02 - 01:04:49

Alfredo Canziani

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Timetable

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