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  • 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
    • Rules:link
    • ASR+translation:link, FB discussion
    • QA:link, FB discussion
    • Chat-bot:link, FB discussion
  • 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