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Fafa-DL
61b0078dcc
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3 years ago | |
|---|---|---|
| 01 Introduction | 3 years ago | |
| 02 Deep Learning | 3 years ago | |
| 03 Self-Attention/作业HW3-4 | 3 years ago | |
| 05 Transformer/作业HW5 | 3 years ago | |
| 06 GAN/作业HW6 | 3 years ago | |
| 07 Self-Supervised Learning/作业HW7&8 | 3 years ago | |
| 08 Explainable AI&Adversarial Attack/作业HW9&HW10 | 3 years ago | |
| 09 Domain Adaptation/作业HW11 | 3 years ago | |
| 10 RL/作业HW12 | 3 years ago | |
| 12 Life-Long&Compression/作业HW13&HW14 | 3 years ago | |
| 13 Meta Learning/作业HW15 | 3 years ago | |
| 助教作业范例 | 3 years ago | |
| 选修 To Learn More | 4 years ago | |
| Lecture Schedule.jpg | 4 years ago | |
| Mine.png | 3 years ago | |
| README.md | 3 years ago | |
README.md
李宏毅2021春季机器学习课程课件及作业
群内有许多来自不同领域的人才，未来大咖云集的地方哈哈哈；
不定期分享AI干货，提供参与大厂讲座学知识和兼职的机会，点赞关注一起进步；
ppt/pdf支持直链下载，也支持百度云盘全部下载。
| B站主页 | 啥都会一点的研究生 |
|---|---|
| 人工智能技术探讨群1 | 78174903 |
| 人工智能技术探讨群2 | 571218304 |
| 人工智能技术探讨群3 | 584723646 |
| 名称 | 项目 |
|---|---|
| 课程主页 | 李宏毅2021春季机器学习 |
| B站视频合集 | (强推)李宏毅2021春机器学习课程 |
| 百度云资料/作业/范例汇总 | 提取码：ry4a |
|章节|名称|视频|资料|作业|
|:---:||:---:||:---:||:---:||:---:|
|Introduction|Course Introduction|视频链接|ppt pdf|-|
|Introduction|Introduction of ML/DL|视频链接|ppt pdf|HW1: Regression|
|Deep Learning|Guideline of ML: overfit|视频链接|ppt pdf|-|
|Deep Learning|Critical Point: small gradient|视频链接|ppt pdf|-|
|Deep Learning|Adaptive Learning Rate: optimizer|视频链接|ppt pdf|-|
|Deep Learning|Adaptive Learning Rate: optimizer|视频链接|ppt pdf|HW2: Classification|
|CNN & Self-Attention|ML Pretest|-|pdf|-|
|CNN & Self-Attention|CNN|视频链接|ppt pdf|HW3: CNN|
|CNN & Self-Attention|Self-Attention|视频链接|ppt pdf|HW4: Self-Attention|
|Theory of ML|PAC Learning|-|pdf|-|
|Transformer|Normalization|视频链接|ppt pdf|-|
|Transformer|Seq2Seq|视频链接|ppt pdf|HW5: Transformer|
|Generative Model|GAN|视频链接|ppt pdf|HW6: GAN|
|Self-Supervised Learning|BERT|视频链接|ppt pdf|HW7: BERT|
|Self-Supervised Learning|Auto-Encoder|视频链接|ppt pdf|HW8: Anomaly Detection|
|Explainable AI / Adversarial Attack|Adversarial Attack|视频链接|ppt pdf|HW10: Adversarial Attack|
|Explainable AI / Adversarial Attack|Explainable AI|视频链接|ppt pdf|HW9: Explainable AI|
|Domain Adaptation|-|视频链接|ppt pdf|HW11: Adaptation|
|RL|DRL|视频链接|ppt pdf|HW11: Adaptation|
|Quantum ML|-|-|pdf|-|
|Life-Long/Compression|Life-long Learning|视频链接|ppt pdf|HW13: Compression|
|Life-Long/Compression|Network Compression|视频链接|ppt pdf|HW14: Life-long Learning|
|Meta Learning|-|视频链接|ppt pdf|HW15: Meta Learning|
更新日志
| 日期 | 项目 |
|---|---|
| 2021/03/16 | 更新HW1、HW2，同步更新助教范例 |
| 2021/03/26 | 更新HW3、HW4课件、代码、范例；release页发布HW1-HW4数据 |
| 2021/04/01 | 更新选修内容To Learn More，基本是李老师今年不打算讲而以前讲过的知识点(旧视频) |
| 2021/04/09 | 更新GAN 及 HW05 |
| 2021/04/16 | 更新Self-Supervised Learning 及 HW06 |
| 2021/04/30 | 更新Explainable AI&Adversarial Attack 及 HW07&HW08 |
| 2021/05/06 | 更新Domain Adaptation 及 HW09&HW10 |
| 2021/05/21 | 更新RL 及 HW11 |
| 2021/05/28 | 更新Quantum ML |
| 2021/06/04 | 更新Life-Long&Compression 及 HW12 |
| 2021/06/11 | 更新Meta Learning 及 HW13&HW14 |
| 2021/06/18 | 更新HW15，随着李老师课程结语视频上传，2021机器学习基本结束啦 |
| 2021/06/18 | 更新Github排版，删除repo中的ppt/pdf直接提供下载链接，总资料放入百度云盘 |
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