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NYU Deep Learning SP20
by Alfredo Canziani (冷在)
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Playlist
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31 videos
•
218,074 views
Course website: http://bit.ly/DLSP20-web
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NYU Deep Learning SP20
31
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218,074 views
Last updated on
Sep 8, 2023
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Course website:
http://bit.ly/DLSP20-web
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Alfredo Canziani (冷在)
Alfredo Canziani (冷在)
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Play all
NYU Deep Learning SP20
by Alfredo Canziani (冷在)
Playlist
•
31 videos
•
218,074 views
Course website: http://bit.ly/DLSP20-web
...more
...more
Play all
1
1:38:57
1:38:57
Now playing
Week 1 – Lecture: History, motivation, and evolution of Deep Learning
Alfredo Canziani (冷在)
Alfredo Canziani (冷在)
•
256K views
•
5 years ago
•
2
52:31
52:31
Now playing
Week 1 – Practicum: Classification, linear algebra, and visualisation
Alfredo Canziani (冷在)
Alfredo Canziani (冷在)
•
63K views
•
5 years ago
•
3
1:43:17
1:43:17
Now playing
Week 2 – Lecture: Stochastic gradient descent and backpropagation
Alfredo Canziani (冷在)
Alfredo Canziani (冷在)
•
56K views
•
5 years ago
•
4
57:00
57:00
Now playing
Week 2 – Practicum: Training a neural network
Alfredo Canziani (冷在)
Alfredo Canziani (冷在)
•
27K views
•
5 years ago
•
5
1:38:16
1:38:16
Now playing
Week 3 – Lecture: Convolutional neural networks
Alfredo Canziani (冷在)
Alfredo Canziani (冷在)
•
30K views
•
5 years ago
•
6
48:22
48:22
Now playing
Week 3 – Practicum: Natural signals properties and CNNs
Alfredo Canziani (冷在)
Alfredo Canziani (冷在)
•
14K views
•
5 years ago
•
7
51:02
51:02
Now playing
Week 4 – Practicum: Listening to convolutions
Alfredo Canziani (冷在)
Alfredo Canziani (冷在)
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13K views
•
5 years ago
•
8
1:29:06
1:29:06
Now playing
Week 5 – Lecture: Optimisation
Alfredo Canziani (冷在)
Alfredo Canziani (冷在)
•
18K views
•
5 years ago
•
9
44:59
44:59
Now playing
Week 5 – Practicum: 1D multi-channel convolution and autograd
Alfredo Canziani (冷在)
Alfredo Canziani (冷在)
•
11K views
•
5 years ago
•
10
1:28:48
1:28:48
Now playing
Week 6 – Lecture: CNN applications, RNN, and attention
Alfredo Canziani (冷在)
Alfredo Canziani (冷在)
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20K views
•
4 years ago
•
11
53:34
53:34
Now playing
Week 6 – Practicum: RNN and LSTM architectures
Alfredo Canziani (冷在)
Alfredo Canziani (冷在)
•
11K views
•
4 years ago
•
12
1:37:19
1:37:19
Now playing
Week 7 – Lecture: Energy based models and self-supervised learning
Alfredo Canziani (冷在)
Alfredo Canziani (冷在)
•
32K views
•
4 years ago
•
13
55:04
55:04
Now playing
Week 7 – Practicum: Under- and over-complete autoencoders
Alfredo Canziani (冷在)
Alfredo Canziani (冷在)
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10K views
•
4 years ago
•
14
1:39:26
1:39:26
Now playing
Week 8 – Lecture: Contrastive methods and regularised latent variable models
Alfredo Canziani (冷在)
Alfredo Canziani (冷在)
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14K views
•
4 years ago
•
15
58:05
58:05
Now playing
Week 8 – Practicum: Variational autoencoders
Alfredo Canziani (冷在)
Alfredo Canziani (冷在)
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23K views
•
4 years ago
•
16
1:58:25
1:58:25
Now playing
Week 9 – Lecture: Group sparsity, world model, and generative adversarial networks (GANs)
Alfredo Canziani (冷在)
Alfredo Canziani (冷在)
•
9.9K views
•
4 years ago
•
17
1:15:12
1:15:12
Now playing
Week 9 – Practicum: (Energy-based) Generative adversarial networks
Alfredo Canziani (冷在)
Alfredo Canziani (冷在)
•
7.4K views
•
4 years ago
•
18
2:00:42
2:00:42
Now playing
Week 10 – Lecture: Self-supervised learning (SSL) in computer vision (CV)
Alfredo Canziani (冷在)
Alfredo Canziani (冷在)
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18K views
•
4 years ago
•
19
1:00:26
1:00:26
Now playing
Week 10 – Practicum: The Truck Backer-Upper
Alfredo Canziani (冷在)
Alfredo Canziani (冷在)
•
4.7K views
•
4 years ago
•
20
1:53:45
1:53:45
Now playing
Week 11 – Lecture: PyTorch activation and loss functions
Alfredo Canziani (冷在)
Alfredo Canziani (冷在)
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12K views
•
4 years ago
•
21
1:23:19
1:23:19
Now playing
Week 11 – Practicum: Prediction and Policy learning Under Uncertainty (PPUU)
Alfredo Canziani (冷在)
Alfredo Canziani (冷在)
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4.8K views
•
4 years ago
•
22
1:40:57
1:40:57
Now playing
Week 12 – Lecture: Deep Learning for Natural Language Processing (NLP)
Alfredo Canziani (冷在)
Alfredo Canziani (冷在)
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9.8K views
•
4 years ago
•
23
1:18:02
1:18:02
Now playing
Week 12 – Practicum: Attention and the Transformer
Alfredo Canziani (冷在)
Alfredo Canziani (冷在)
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12K views
•
4 years ago
•
24
2:00:23
2:00:23
Now playing
Week 13 – Lecture: Graph Convolutional Networks (GCNs)
Alfredo Canziani (冷在)
Alfredo Canziani (冷在)
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58K views
•
4 years ago
•
25
1:10:02
1:10:02
Now playing
Week 13 – Practicum: Graph Convolutional Neural Networks (GCN)
Alfredo Canziani (冷在)
Alfredo Canziani (冷在)
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10K views
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4 years ago
•
26
2:07:31
2:07:31
Now playing
Week 14 – Lecture: Structured prediction with energy based models
Alfredo Canziani (冷在)
Alfredo Canziani (冷在)
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9.9K views
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4 years ago
•
27
1:11:28
1:11:28
Now playing
Week 14 – Practicum: Overfitting and regularization, and Bayesian neural nets
Alfredo Canziani (冷在)
Alfredo Canziani (冷在)
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5.1K views
•
4 years ago
•
28
59:05
59:05
Now playing
Week 15 – Practicum part A: Inference for latent variable energy based models (EBMs)
Alfredo Canziani (冷在)
Alfredo Canziani (冷在)
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4.7K views
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4 years ago
•
29
58:57
58:57
Now playing
Week 15 – Practicum part B: Training latent variable energy based models (EBMs)
Alfredo Canziani (冷在)
Alfredo Canziani (冷在)
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3.9K views
•
4 years ago
•
30
47:02
47:02
Now playing
Matrix multiplication, signals, and convolutions
Alfredo Canziani (冷在)
Alfredo Canziani (冷在)
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5.4K views
•
4 years ago
•
31
1:11:24
1:11:24
Now playing
Supervised and self-supervised transfer learning (with PyTorch Lightning)
Alfredo Canziani (冷在)
Alfredo Canziani (冷在)
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13K views
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4 years ago
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