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Lhy_Machine_Learning/2021 ML/README.md

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Update 2022
4 years ago
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  1. 李宏毅2021春季机器学习课程课件及作业

  2. ===========================

  3. 

  4. |名称|项目|

  5. |---|---|

  6. |2021课程主页|[李宏毅2021春季机器学习](https://speech.ee.ntu.edu.tw/~hylee/ml/2021-spring.html)|

  7. |百度云资料/作业/范例汇总|[提取码：sv1i](https://pan.baidu.com/s/13cxyIbvF0bEyytANLf58NQ)|

  8. 

  9. ****

  10. 

  11. |章节|名称|视频|资料|作业|

  12. |---|---|---|---|---|

  13. |Introduction|Course Introduction|[链接](https://www.bilibili.com/video/BV1Wv411h7kN?p=2)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/introduction%202021%20(v6)%20Chinese.pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/introduction-2021-v6-Chinese.pdf)|-|

  14. |Introduction|Introduction of ML/DL|[链接](https://www.bilibili.com/video/BV1Wv411h7kN?p=3)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/regression%20(v16).pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/regression%20(v16).pdf)|HW1: Regression|

  15. |Deep Learning|Guideline of ML: overfit|[链接](https://www.bilibili.com/video/BV1Wv411h7kN?p=18)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/overfit-v6.pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/overfit-v6.pdf)|-|

  16. |Deep Learning|Critical Point: small gradient|[链接](https://www.bilibili.com/video/BV1Wv411h7kN?p=19)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/small-gradient-v7.pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/small-gradient-v7.pdf)|-|

  17. |Deep Learning|Adaptive Learning Rate: optimizer|[链接](https://www.bilibili.com/video/BV1Wv411h7kN?p=20)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/optimizer_v4.pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/optimizer_v4.pdf)|-|

  18. |Deep Learning|Loss of Classification: classification|[链接](https://www.bilibili.com/video/BV1Wv411h7kN?p=21)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/classification_v2.pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/classification_v2.pdf)|HW2: Classification|

  19. |CNN & Self-Attention|ML Pretest|-|[pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/pretest.pdf)|-|

  20. |CNN & Self-Attention|CNN|[链接](https://www.bilibili.com/video/BV1Wv411h7kN?p=28)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/cnn_v4.pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/cnn_v4.pdf)|HW3: CNN|

  21. |CNN & Self-Attention|Self-Attention|[链接](https://www.bilibili.com/video/BV1Wv411h7kN?p=29)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/self_v7.pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/self_v7.pdf)|HW4: Self-Attention|

  22. |Theory of ML|PAC Learning|-|[pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/W14_PAC-introduction.pdf)|-|

  23. |Transformer|Normalization|[链接](https://www.bilibili.com/video/BV1Wv411h7kN?p=41)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/normalization_v4.pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/normalization_v4.pdf)|-|

  24. |Transformer|Seq2Seq|[链接](https://www.bilibili.com/video/BV1Wv411h7kN?p=42)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/seq2seq_v9.pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/seq2seq_v9.pdf)|HW5: Transformer|

  25. |Generative Model|GAN|[链接](https://www.bilibili.com/video/BV1Wv411h7kN?p=49)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/gan_v10.pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/gan_v10.pdf)|HW6: GAN|

  26. |Self-Supervised Learning|BERT|[链接](https://www.bilibili.com/video/BV1Wv411h7kN?p=61)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/bert_v8.pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/bert_v8.pdf)|HW7: BERT|

  27. |Self-Supervised Learning|Auto-Encoder & Anomaly Detection|[链接](https://www.bilibili.com/video/BV1Wv411h7kN?p=69)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/auto_v8.pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/auto_v8.pdf)|HW8: Anomaly Detection|

  28. |Explainable AI / Adversarial Attack|Explainable AI|[链接](https://www.bilibili.com/video/BV1Wv411h7kN?p=82)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/xai_v4.pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/xai_v4.pdf)|HW9: Explainable AI|

  29. |Explainable AI / Adversarial Attack|Adversarial Attack|[链接](https://www.bilibili.com/video/BV1Wv411h7kN?p=84)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/attack_v3.pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/attack_v3.pdf)|HW10: Adversarial Attack|

  30. |Domain Adaptation|-|[链接](https://www.bilibili.com/video/BV1Wv411h7kN?p=90)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/da_v6.pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/da_v6.pdf)|HW11: Adaptation|

  31. |RL|DRL|[链接](https://www.bilibili.com/video/BV1Wv411h7kN?p=92)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/drl_v5.pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/drl_v5.pdf)|HW12: RL|

  32. |Quantum ML|-|-|[pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/GuestLecture_QML.pdf)|-|

  33. |Life-Long/Compression|Life-long Learning|[链接](https://www.bilibili.com/video/BV1Wv411h7kN?p=99)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/life_v2.pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/life_v2.pdf)|HW13: Compression|

  34. |Life-Long/Compression|Network Compression|[链接](https://www.bilibili.com/video/BV1Wv411h7kN?p=101)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/tiny_v7.pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/tiny_v7.pdf)|HW14: Life-long Learning|

  35. |Meta Learning|-|[链接](https://www.bilibili.com/video/BV1Wv411h7kN?p=110)|[ppt](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/meta_v3.pptx) [pdf](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/meta_v3.pdf)|HW15: Meta Learning|

  36. 

  37. ****

  38. 

  39. ![Alt text](https://raw.githubusercontent.com/Fafa-DL/readme-data/main/Lhy/21%20Lecture%20Schedule.jpg)

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