-
2017/09/15: Course Policy pdf,
Introduction of Machine Learning pdf,
video 1,
video 2
-
2017/09/22: Regression (Case Study) pdf,
video,
demo
-
2017/09/29: Where does the error come from? pdf,
video
-
2017/09/29: Gradient Descent pdf,
video,
demo
demo
-
2017/10/06: Classification: Probabilistic Generative Model pdf, video
-
2017/10/06: Classification: Logistic Regression pdf,video
-
2017/10/13: Brief Introduction of Deep Learning pdf,video
-
2017/10/13: Backpropagation pdf,video
-
2017/10/13: “Hello world” of deep learning
pdf (update to keras 2.0),
video 1,
video 2,
demo
-
2017/10/20: Tips for deep learning pdf,video,
demo 1,
demo 2
-
2017/10/27: Convolutional Neural Network pdf,video
-
2017/10/27: Why Deep pdf,video
-
2017/10/27: Tensorflow 教學 by Mark (上課時間)
-
2017/11/03: Recurrent Neural Network
pdf,
video (part 1),
video (part 2)
-
2017/11/03: PyTorch 教學 (上課時間)
-
2017/11/10: Ensemble
pdf,video
-
2017/11/10: Semi-supervised Learning
pdf,video
-
2017/11/10: MXNET 教學 (上課時間)
- 2017/11/17: Transfer Learning
pdf,video
- 2017/11/17: 期末專題
- 2017/11/24: Deep Reinforcement Learning
pdf,video
-
2017/11/24: 用 pytorch 實作 langauge model, seq2seq (上課時間)
-
2017/11/24: 吳沛遠教授講 SVM (上課時間)
- 2017/12/01: Unsupervised Learning: Linear Dimension Reduction
pdf,video
-
2017/12/01: 吳沛遠教授講 SVM (上課時間)
- 2017/12/08: Unsupervised Learning: Word Embedding,
pdf,video
- 2017/12/08: Unsupervised Learning: Neighbor Embedding,
pdf,video
-
2017/12/08: Sequence-to-sequence and Attention
pdf (part 1),pdf (part 2),part 1, part 2
- 2017/12/15: Unsupervised Learning: Deep Auto-encoder
pdf,video
- 2017/12/15: Unsupervised Learning: Deep Generative Model
pdf,part 1,part 2
- 2017/12/15: Word Embedding 實作教學 (上課時間)
- 2017/12/22: final 沒有很手把手教學 (上課時間)
-
2017/12/22: 徐宏民教授演講 (上課時間)
-
2017/12/29: Excellent Talks (TBD)
- 2018/01/05: More about Reinforcement Learning and New Progress in Deep Learning (上課時間)
- 2018/01/12: 期末考週放假
- 2018/01/19: 期末專題發表