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Next Step of Machine Learning (Hung-yi Lee, NTU, 2019)(Next Step of Machine Learning (Hung-yi Lee, NTU, 2019))

playlist

Videos:

0 The Next Step for Machine Learning
1 Anomaly Detection (1/7)
2 Anomaly Detection (2/7)
3 Anomaly Detection (3/7)
4 Anomaly Detection (4/7)
5 Anomaly Detection (5/7)
6 Anomaly Detection (6/7)
7 Anomaly Detection (7/7)
8 Attack ML Models (1/8)
9 Attack ML Models (2/8)
10 Attack ML Models (3/8)
11 Attack ML Models (4/8)
12 Attack ML Models (5/8)
13 Attack ML Models (6/8)
14 Attack ML Models (7/8)
15 Attack ML Models (8/8)
16 Explainable ML (1/8)
17 Explainable ML (2/8)
18 Explainable ML (3/8)
19 Explainable ML (4/8)
20 Explainable ML (5/8)
21 Explainable ML (6/8)
22 Explainable ML (7/8)
23 Explainable ML (8/8)
24 Life Long Learning (1/7)
25 Life Long Learning (2/7)
26 Life Long Learning (3/7)
27 Life Long Learning (4/7)
28 Life Long Learning (5/7)
29 Life Long Learning (6/7)
30 Life Long Learning (7/7)
31 Meta Learning – MAML (1/9)
32 Meta Learning – MAML (2/9)
33 Meta Learning – MAML (3/9)
34 Meta Learning – MAML (4/9)
35 Meta Learning – MAML (5/9)
36 Meta Learning – MAML (6/9)
37 Meta Learning – MAML (7/9)
38 Meta Learning – MAML (8/9)
39 Meta Learning – MAML (9/9)
40 Meta Learning - Gradient Descent as LSTM (1/3)
41 Meta Learning - Gradient Descent as LSTM (2/3)
42 Meta Learning - Gradient Descent as LSTM (3/3)
43 Meta Learning – Metric-based (1/3)
44 Meta Learning – Metric-based (2/3)
45 Meta Learning – Metric-based (3/3)
46 Meta Learning - Train+Test as RNN
47 More about Auto-encoder (1/4)
48 More about Auto-encoder (2/4)
49 More about Auto-encoder (3/4)
50 More about Auto-encoder (4/4)
51 Network Compression (1/6)
52 Network Compression (2/6)
53 Network Compression (3/6)
54 Network Compression (4/6)
55 Network Compression (5/6)
56 Network Compression (6/6)
57 GAN (Quick Review)
58 Flow-based Generative Model
59 Transformer
60 ELMO, BERT, GPT