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Introduction of this course: pdf,pptx (2017/02/24)
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HW0: link (2017/02/24)
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HW1 - Language Modeling: link (2017/03/03)
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HW2 - Video Caption Generation link (2017/03/24)
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HW3 - Anime Generation link (2017/04/28)
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HW4 - Chat-bot link (2017/05/19)
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Final - 深度學習流言終結者 link,
webpage (2017/03/24)
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TensorFlow (2017/03/10)
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Introduction of TensorFlow: slide
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Example 1 - Word2vector: slide
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Example 2 - Convolutional Neural Network: slide
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Basic Structures for Deep Learning Models: pdf,
pptx,
video (part 1),
video (part 2)
(2017/03/03)
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Computational Graph for Backpropagation
pdf,
pptx,
video(2017/03/17)
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Deep Learning for Language Modeling
pdf,
pptx,
video (2017/03/03)
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Special Deep Learning Structure (2017/03/17,2017/03/24)
pdf,
pptx,
-
Conditional Generation by RNN
pdf,
pptx,
video (2017/03/24)
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Generative Adversarial Network
- Basic Idea (2017/04/21):
pdf,
pptx,
video
- Improving GAN (2017/05/05):
pdf,
pptx,
video
- GAN and Feature Representation (2017/05/12):
pdf,
pptx
- Energy-based GAN (2017/05/26):
pdf,
pptx
- Ensemble of GAN (2017/05/26):
pdf,
pptx
- GAN for Chat-bot (2017/05/19):
pdf,
pptx,
video
- NEW GAME! (2017/05/19):
pdf,
pptx,
video
- Video Generation (2017/05/26):
pdf,
pptx
- Evaluation of GAN (2017/05/05):
pdf,
pptx,
video
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Deep Reinforcement Learning
- A3C and DDPG (2017/06/02):
pdf,
pptx
- Imitation Learning (2017/06/09):
pdf,
pptx
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Deep Learning for Dialogue by Prof. 陳縕儂 (2017/03/30)
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Deep Learning on Chip by Prof. 楊家驤 (2017/04/07)
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Deep Learning for Speech Processing by Dr. 曹昱 (2017/04/28)