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update 2023 topic 2
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|Topic|正课内容|延申内容|选修内容|
|---|---|---|---|
|正确认识ChatGPT|[ChatGPT 原理剖析 (1/3) — 对 ChatGPT 的常见误解](https://www.bilibili.com/video/BV1TD4y137mP/?p=1)<br>[ChatGPT 原理剖析 (2/3) — 预训练 (Pre-train)](https://www.bilibili.com/video/BV1TD4y137mP/?p=2)<br>[ChatGPT 原理剖析 (3/3) — ChatGPT 所带来的研究问题](https://www.bilibili.com/video/BV1TD4y137mP/?p=3)<br>[用 ChatGPT 和 Midjourney 来玩文字冒险游戏](https://www.bilibili.com/video/BV1TD4y137mP/?p=4)|[ChatGPT (可能)是怎么炼成的](https://www.bilibili.com/video/BV1TD4y137mP/?p=5)|[Introduction of Deep Learning](https://www.bilibili.com/video/BV1TD4y137mP/?p=6)<br>[Backpropagation](https://www.bilibili.com/video/BV1TD4y137mP/?p=7)<br>[Predicting Pokémon CP](https://www.bilibili.com/video/BV1TD4y137mP/?p=8)<br>[Pokemon classification](https://www.bilibili.com/video/BV1TD4y137mP/?p=9)<br>[Logistic Regression](https://www.bilibili.com/video/BV1TD4y137mP/?p=10)|
|机器学习基本概念介绍||||
|正确认识ChatGPT|[机器学习2023规则说明](https://www.bilibili.com/video/BV1TD4y137mP/?p=1) [slides](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2023-course-data/rule.pdf)<br>[ChatGPT 原理剖析 (1/3) — 对 ChatGPT 的常见误解](https://www.bilibili.com/video/BV1TD4y137mP/?p=2) [slides](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2023-course-data/ChatGPT_basic_(v5).pdf)<br>[ChatGPT 原理剖析 (2/3) — 预训练 (Pre-train)](https://www.bilibili.com/video/BV1TD4y137mP/?p=3) [slides](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2023-course-data/ChatGPT_SSL_(v4).pdf)<br>[ChatGPT 原理剖析 (3/3) — ChatGPT 所带来的研究问题](https://www.bilibili.com/video/BV1TD4y137mP/?p=4)[slides](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2023-course-data/ChatGPT_Question_(v2).pdf)<br>[用 ChatGPT 和 Midjourney 来玩文字冒险游戏](https://www.bilibili.com/video/BV1TD4y137mP/?p=5) [slides](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2023-course-data/TextGame_(v2).pdf)|[ChatGPT (可能)是怎么炼成的](https://www.bilibili.com/video/BV1TD4y137mP/?p=6)|[Introduction of Deep Learning](https://www.bilibili.com/video/BV1TD4y137mP/?p=7)<br>[Backpropagation](https://www.bilibili.com/video/BV1TD4y137mP/?p=8)<br>[Predicting Pokémon CP](https://www.bilibili.com/video/BV1TD4y137mP/?p=9)<br>[Pokemon classification](https://www.bilibili.com/video/BV1TD4y137mP/?p=10)<br>[Logistic Regression](https://www.bilibili.com/video/BV1TD4y137mP/?p=11)|
|机器学习基本概念介绍|[【生成式AI】快速了解机器学习基本原理( 1_2)](https://www.bilibili.com/video/BV1TD4y137mP/?p=17) [slides](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2023-course-data/ML%20basic%20(v8).pdf)<br>[【生成式AI】快速了解机器学习基本原理( 2_2)](https://www.bilibili.com/video/BV1TD4y137mP/?p=18) [slides](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2023-course-data/ML%20basic%20(v8).pdf)<br>[【生成式AI】生成式学习的两种策略:要各个击破,还是要一次到位](https://www.bilibili.com/video/BV1TD4y137mP/?p=19) [slides](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2023-course-data/ARandNAR%20(v2).pdf)<br>[【生成式AI】能够使用工具的AI:New Bing, WebGPT, Toolformer](https://www.bilibili.com/video/BV1TD4y137mP/?p=20)[slides](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2023-course-data/NewBing%20(v4).pdf)|[Brief Introduction of Deep Learning](https://www.bilibili.com/video/BV1TD4y137mP/?p=21)<br>[Gradient Descent](https://www.bilibili.com/video/BV1TD4y137mP/?p=22)<br>[Backpropagation](https://www.bilibili.com/video/BV1TD4y137mP/?p=23)<br>||
## 课程作业直链
||Topic|讲解视频|讲义|代码|平台|预备知识|
|---|---|---|---|---|---|---|
|x|Colab Tutorial|[Video](https://www.bilibili.com/video/BV1TD4y137mP/?p=11)|[slide](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2023-course-data/Colab_Tutorial.pdf)|[code](https://colab.research.google.com/drive/1Qi4-BRqZ3qI3x_Jtr5ci_oRvHDMQpdiW?usp=sharing)|||
|x|PyTorch Tutorial|[Video](https://www.bilibili.com/video/BV1TD4y137mP/?p=12)|[slide 1](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2023-course-data/Pytorch_Tutorial_1.pdf)<br>[slide 2](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2023-course-data/Pytorch_Tutorial_2.pdf)|x|x|x|
|HW1|Regression|[Video](https://www.bilibili.com/video/BV1TD4y137mP/?p=13)|[slide](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2023-course-data/HW01.pdf)|[code](https://colab.research.google.com/drive/1BESEu-l3qrGRULoATuXnWasUNuUlVF1Z?fbclid=IwAR1FrjUsp4rTy5PPFV-aWq6IG_Z44mFT4VH5e1lIhlekFl7fAvxGRCTCyR0)|[Kaggle](https://www.kaggle.com/t/a339b77fa5214978bfb8dde62d3151fe)|Lecture1: Introduction of Deep Learning<br>[video 1 /](https://www.bilibili.com/video/BV1TD4y137mP/?p=14) [video 2 / ](https://www.bilibili.com/video/BV1TD4y137mP/?p=15) [slides](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/regression%20(v16).pdf)|
|HW2|Classification|[Video](https://www.bilibili.com/video/BV1TD4y137mP/?p=20)|[slide](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2023-course-data/HW02+%E8%81%BD%E6%B8%AC.pdf)|[code](https://colab.research.google.com/drive/1wzeiVy2g7HpSjlidUr0Gi50NnHBWTkvN#scrollTo=KVUGfWTo7_Oj)|[Kaggle](https://www.kaggle.com/t/03ac116596a247219b5a8d7a8e2b800e)|Lecture 2:What to do if my network fails to train<br>[video 1 /](https://www.bilibili.com/video/BV1TD4y137mP/?p=21) [video 2 / ](https://www.bilibili.com/video/BV1TD4y137mP/?p=22) [video 3 / ](https://www.bilibili.com/video/BV1TD4y137mP/?p=23) [video 4 / ](https://www.bilibili.com/video/BV1TD4y137mP/?p=24) [video 5 / ](https://www.bilibili.com/video/BV1TD4y137mP/?p=25) <br> [slides见2022课件](https://github.com/Fafa-DL/Lhy_Machine_Learning/tree/main/2022%20ML)|
|x|Colab Tutorial|[Video](https://www.bilibili.com/video/BV1TD4y137mP/?p=12)|[slide](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2023-course-data/Colab_Tutorial.pdf)|[code](https://colab.research.google.com/drive/1Qi4-BRqZ3qI3x_Jtr5ci_oRvHDMQpdiW?usp=sharing)|||
|x|PyTorch Tutorial|[Video](https://www.bilibili.com/video/BV1TD4y137mP/?p=13)|[slide 1](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2023-course-data/Pytorch_Tutorial_1.pdf)<br>[slide 2](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2023-course-data/Pytorch_Tutorial_2.pdf)|x|x|x|
|HW1|Regression|[Video](https://www.bilibili.com/video/BV1TD4y137mP/?p=14)|[slide](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2023-course-data/HW01.pdf)|[code](https://colab.research.google.com/drive/1BESEu-l3qrGRULoATuXnWasUNuUlVF1Z?fbclid=IwAR1FrjUsp4rTy5PPFV-aWq6IG_Z44mFT4VH5e1lIhlekFl7fAvxGRCTCyR0)|[Kaggle](https://www.kaggle.com/t/a339b77fa5214978bfb8dde62d3151fe)|Lecture1: Introduction of Deep Learning<br>[video 1 /](https://www.bilibili.com/video/BV1TD4y137mP/?p=15) [video 2 / ](https://www.bilibili.com/video/BV1TD4y137mP/?p=16) [slides](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2021-course-data/regression%20(v16).pdf)|
|HW2|Classification|[Video](https://www.bilibili.com/video/BV1TD4y137mP/?p=26)|[slide](https://speech.ee.ntu.edu.tw/~hylee/ml/ml2023-course-data/HW02+%E8%81%BD%E6%B8%AC.pdf)|[code](https://colab.research.google.com/drive/1wzeiVy2g7HpSjlidUr0Gi50NnHBWTkvN#scrollTo=KVUGfWTo7_Oj)|[Kaggle](https://www.kaggle.com/t/03ac116596a247219b5a8d7a8e2b800e)|Lecture 2:What to do if my network fails to train<br>[video 1 /](https://www.bilibili.com/video/BV1TD4y137mP/?p=27) [video 2 / ](https://www.bilibili.com/video/BV1TD4y137mP/?p=28) [video 3 / ](https://www.bilibili.com/video/BV1TD4y137mP/?p=29) [video 4 / ](https://www.bilibili.com/video/BV1TD4y137mP/?p=24) [video 5 / ](https://www.bilibili.com/video/BV1TD4y137mP/?p=30) <br> [slides见2022课件](https://github.com/Fafa-DL/Lhy_Machine_Learning/tree/main/2022%20ML)|
## 其他优质课程

|名称|链接|
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