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|Lecture 3|[卷积神经网络CNN](https://www.bilibili.com/video/BV1Wv411h7kN?p=31)|Video:
[为什么用了验证集还是过拟合](https://www.bilibili.com/video/BV1Wv411h7kN?p=32)
[鱼与熊掌可以兼得的机器学习](https://www.bilibili.com/video/BV1Wv411h7kN?p=33)
PDF:
[Validation](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2022-course-data/validation.pdf)
[Why Deep](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2022-course-data/whydeep%20(v3).pdf)|[Spatial Transformer Layer](https://www.bilibili.com/video/BV1Wv411h7kN?p=34)|[Video](https://www.bilibili.com/video/BV1Wv411h7kN?p=35)
[Slide](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2022-course-data/Machine%20Learning%20HW3%20-%20Image%20Classification.pdf)
[Code](https://colab.research.google.com/drive/15hMu9YiYjE_6HY99UXon2vKGk2KwugWu)
[Submission](https://www.kaggle.com/c/ml2022spring-hw3b)|
|Lecture 4|[自注意力机制(Self-attention)(上)](https://www.bilibili.com/video/BV1Wv411h7kN?p=41)
[自注意力机制(Self-attention)(下)](https://www.bilibili.com/video/BV1Wv411h7kN?p=42)|Video:
[None]
PDF:
[None]|[RNN(part 1)](https://www.bilibili.com/video/BV1Wv411h7kN?p=40)
[RNN(part 2)](https://www.bilibili.com/video/BV1Wv411h7kN?p=41)
[GNN(part 1)](https://www.bilibili.com/video/BV1Wv411h7kN?p=42)
[GNN(part 2)](https://www.bilibili.com/video/BV1Wv411h7kN?p=43)|[Video](https://www.bilibili.com/video/BV1Wv411h7kN?p=45)
[Slide](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2022-course-data/Machine%20Learning%20HW4.pdf)
[Code](https://colab.research.google.com/drive/1gC2Gojv9ov9MUQ1a1WDpVBD6FOcLZsog?usp=sharing)
[Submission](https://www.kaggle.com/c/ml2022spring-hw4)|
|Lecture 5|[类神经网络训练不起来怎么办(五)批次标准化](https://www.bilibili.com/video/BV1Wv411h7kN?p=48)
[Transformer(上)](https://www.bilibili.com/video/BV1Wv411h7kN?p=49)
[Transformer(下)](https://www.bilibili.com/video/BV1Wv411h7kN?p=50)|Video:
[各式各样神奇的自注意力机制 (Self-attention) 变型](https://www.bilibili.com/video/BV1Wv411h7kN?p=51)
PDF:
[xformer](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2022-course-data/xformer%20(v8).pdf)|[NAT model](https://www.bilibili.com/video/BV1Wv411h7kN?p=52)
[Pointer network](https://www.bilibili.com/video/BV1Wv411h7kN?p=53)|[Video](https://www.bilibili.com/video/BV1Wv411h7kN?p=54)
[Slide](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2022-course-data/HW05.pdf)
[Code](https://colab.research.google.com/drive/1Tlyk2vCBQ8ZCuDQcCSEWTLzr1_xYF9CL#scrollTo=Le4RFWXxjmm0)
[Submission](https://ml.ee.ntu.edu.tw/hw5/)|
+|Lecture 6|[GAN(一)基本概念介绍](https://www.bilibili.com/video/BV1Wv411h7kN?p=58)
[GAN(二)理论介绍与WGAN](https://www.bilibili.com/video/BV1Wv411h7kN?p=59)
[GAN(三)生成器效能评估与条件式生成](https://www.bilibili.com/video/BV1Wv411h7kN?p=60)
[GAN(四)Cycle GAN](https://www.bilibili.com/video/BV1Wv411h7kN?p=61)|Video:
[None]
PDF:
[None]|[Theory of GAN (part 1)](https://www.bilibili.com/video/BV1Wv411h7kN?p=62)
[Theory of GAN (part 2)](https://www.bilibili.com/video/BV1Wv411h7kN?p=63)
[Theory of GAN (part 3)](https://www.bilibili.com/video/BV1Wv411h7kN?p=64)
[Deep Generative Model (part 1)](https://www.bilibili.com/video/BV1Wv411h7kN?p=65)
[Deep Generative Model (part 2)](https://www.bilibili.com/video/BV1Wv411h7kN?p=66)
[FLOW-based Model](https://www.bilibili.com/video/BV1Wv411h7kN?p=67)|[Video]
[Slide]
[Code]
|
+|Lecture 7|[自监督学习(一)芝麻街与进击的巨人](https://www.bilibili.com/video/BV1Wv411h7kN?p=70)
[自监督学习(二)BERT简介](https://www.bilibili.com/video/BV1Wv411h7kN?p=71)
[自监督学习(三)BERT的奇闻轶事](https://www.bilibili.com/video/BV1Wv411h7kN?p=72)
[自监督学习(四)GPT的野望](https://www.bilibili.com/video/BV1Wv411h7kN?p=73)|Video:
[如何有效的使用自督导式模型](https://www.bilibili.com/video/BV1Wv411h7kN?p=74)
PDF:
[Recent Advance of Self-supervied learning for NLP](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2022-course-data/PLM.pdf)|[BERT (part 1)](https://www.bilibili.com/video/BV1Wv411h7kN?p=75)
[BERT (part 2)](https://www.bilibili.com/video/BV1Wv411h7kN?p=76)
[BERT(part 3)](https://www.bilibili.com/video/BV1Wv411h7kN?p=77)|[Video]
[Slide]
[Code]
|
+
****
[](https://space.bilibili.com/46880349)
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