Content | Slides | Videos | Additional Reading |
---|---|---|---|
Introduction | [PDF] | [Video] | ImageNet挑战赛风云 Reference |
Basic Knowledge | [PDF] | [Video] | 如何看懂深度学习论文里的数学原理部分?[深度碎片] |
Linear Model | [PDF] | [Video] | 神经网络与深度学习[吴恩达] |
Nerual Network & Deep Learning | [PDF] | [Video] | 神经网络与深度学习[吴恩达] |
Network Training | [PDF] | [Video] | 神经网络训练不起来怎么办[李宏毅] |
Practice Basic Models | [PDF] | [Video] | Pytorch-Tutorials |
Convolutional Neural Networks (CNN)-I | [PDF] | [Video] | CNN Node-Link Visualization cnn-explainer |
Convolutional Neural Networks (CNN)-II | [PDF] | [Video] | AlexNet: Paper,Video ResNet: Paper,Video MobileNet: v1, v2, v3 VGG, GoogleNet, DenseNet ResNeXt, RepVGG, ConvNeXt |
Practice CNN | [PDF] | [Video] | TIMM MM-Detection, Detectron2 |
Recurrent Neural Networks (RNN) | [PDF] | [Video] | RNN[李宏毅] RNN模型与NLP应用[王树森] |
Practice RNN | [PDF] | [Video] | 动手学深度学习[李沐]51-60 |
Transformer | [PDF] | [Video] | Attention is All You Need: Paper, Video |
Vision Transformer | [PDF] | [Video] | ViT: Paper, Video DETR: Paper, Video |
Practice Transformer | [PDF] | [Video] | BERT: Paper, Video MAE: Paper, Video |
Advance Topics | - | - | Advance Topics |
Summary | - | - | 深度学习论文精读 论文写作资源收集 AI竞赛资源收集 |
- Course:
- Book:
- Paper Reading & Writting:
- Others:
- Course/Video:
- Book/Manuscript:
-
Course/Video:
-
Book/Manuscript:
-
Course/Video:
-
Book/Manuscript:
- Course/Video:
- Reinforcement Learning[HUNG-YI LEE]:https://speech.ee.ntu.edu.tw/~hylee/ml/2021-spring.php [B站] https://speech.ee.ntu.edu.tw/~hylee/mlds/2018-spring.php [B站]
- Deep Reinforcement Learning[ShusenWang]:https://github.com/wangshusen/DRL
- Intro to Reinforcement learning[BoleiZhou]:https://github.com/zhoubolei/introRL
- 动手学强化学习[张伟楠]:https://www.boyuai.com/elites/course/xVqhU42F5IDky94x
- Reinforcement Learning[David Silver]:https://www.davidsilver.uk/teaching/
- Book/Manuscript:
- EasyRL[Datawhale]:https://github.com/datawhalechina/easy-rl
- 动手学强化学习[张伟楠等]:https://hrl.boyuai.com/
- OpenAI-Spinningup:https://spinningup.openai.com/
- Reinforcement Learning: An Introduction, 2nd edition[Richard S. Sutton等]:http://incompleteideas.net/book/the-book.html
- 强化学习(第2版)[Richard S. Sutton等]:https://book.douban.com/subject/34809689/
- Course/Video:
- Book/Manuscript:
- Course/Video:
- Book/Manuscript: