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Advanced Topics in Deep Learning (Hung-yi Lee, NTU)(Advanced Topics in Deep Learning (Hung-yi Lee, NTU))

playlist

Videos:

0 Review: Basic Structures for Deep Learning Models (Part I)
1 Review: Basic Structures for Deep Learning Models (Part II)
2 Computational Graph & Backpropagation
3 Deep Learning for Language Modeling
4 Spatial Transformer Layer
5 Highway Network & Grid LSTM
6 Recursive Network
7 Conditional Generation by RNN & Attention
8 Pointer Network
9 Batch Normalization
10 SELU
11 Tuning Hyperparameters
12 Interesting things about deep learning
13 Generative Adversarial Network
14 Improved Generative Adversarial Network
15 RL and GAN for Sentence Generation and Chat-bot
16 機械学習で美少女化 ~ あるいはNEW GAME! の世界
17 Imitation Learning
18 Evaluation of Generative Models
19 Ensemble of GAN
20 Energy-based GAN
21 Video Generation by GAN
22 A3C
23 Gated RNN and Sequence Generation (Recorded at Fall, 2017)