awesome-cs-tutorial
计算机基础、人工智能学习工具、技巧合集 | A collection of ComputerScience and DeepLearning tutorial and tools.
https://github.com/sanbuphy/awesome-cs-tutorial
Last synced: 11 days ago
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深度学习大类
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其他
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大语言模型实践
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开源库/项目
- https://openmmlab.com/
- https://github.com/open-mmlab
- https://github.com/PaddlePaddle
- https://github.com/josephmisiti/awesome-machine-learning
- https://github.com/ChristosChristofidis/awesome-deep-learning
- https://zhuanlan.zhihu.com/p/60245227
- https://www.huaxiaozhuan.com/
- https://www.huaxiaozhuan.com/深度学习/chapters/18_practical.html
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数据集
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数据集类网站
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深度学习动手项目
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深度学习系统
- https://zhuanlan.zhihu.com/p/608318764
- https://openmlsys.github.io/#
- https://zhuanlan.zhihu.com/p/141256429
- https://catalyst.cs.cmu.edu/15-884-mlsys-sp21/
- https://dlsyscourse.org/
- https://zhuanlan.zhihu.com/p/104649426
- https://efficientml.ai/schedule/
- https://safari.ethz.ch/projects_and_seminars/doku.php?id=heterogeneous_systems
- https://minitorch.github.io/
- https://csdiy.wiki/机器学习系统/CMU10-414/
- https://github.com/DataXujing/libtorch_tutorials/tree/main
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**深度学习网课**
- https://speech.ee.ntu.edu.tw/~hylee/index.php
- https://www.bilibili.com/video/BV1Ht411g7Ef
- https://gitee.com/datawhalechina/leeml-notes
- https://www.bilibili.com/video/BV1JA411c7VT?p=34
- https://www.bilibili.com/video/BV1JK4y1D7Wb/
- https://zh.d2l.ai/index.html
- https://cs182sp21.github.io/
- https://www.bilibili.com/video/BV1PK4y1U751
- https://web.eecs.umich.edu/~justincj/teaching/eecs498/FA2020/
- https://web.eecs.umich.edu/~justincj/teaching/eecs498/FA2020/schedule.html
- https://zhuanlan.zhihu.com/p/418853202
- https://cs.uwaterloo.ca/~wenhuche/teaching/cs886/
- https://nn.labml.ai/
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深度学习部署
- https://efficientml.ai/
- http://giantpandacv.com/resources/
- http://giantpandacv.com/project/部署优化/
- https://zhuanlan.zhihu.com/p/458139435
- https://huggingface.co/docs/optimum/index
- https://catalog.ngc.nvidia.com/orgs/nvidia/containers/tensorrt/tags
- https://docs.nvidia.com/deeplearning/tensorrt/sample-support-guide/index.html#python_samples_section
- https://blog.csdn.net/sinat_31425585/category_9312419.html
- https://space.bilibili.com/38566875
- ONNX学习笔记 - 知乎 (zhihu.com)
- https://tvm.hyper.ai/docs/
- https://convertmodel.com/
- https://dgschwend.github.io/netscope/quickstart.html
- https://morioh.com/p/3e34a2723ab4
- https://blog.csdn.net/sxj731533730
- 成蹊 - 知乎 (zhihu.com)
- https://aistudio.baidu.com/aistudio/projectdetail/5241605?channelType=0&channel=0
- https://github.com/DefTruth/lite.ai.toolkit/blob/main/README.zh.md
- https://zhuanlan.zhihu.com/p/530925674
- https://zhuanlan.zhihu.com/p/605094862
- https://zhuanlan.zhihu.com/p/588809520
- https://www.modelscope.cn/models
- https://cloud.tencent.com/developer/news/1033320
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理论基础（时间少直接看李沐/李宏毅）
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计算机视觉
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通识教程
- https://stanford-cs336.github.io/spring2025/
- https://arena3-chapter1-transformer-interp.streamlit.app/
- https://github.com/sgrvinod
- https://course.fast.ai/
- https://github.com/labmlai/annotated_deep_learning_paper_implementations
- https://datawhalechina.github.io/pumpkin-book/#/
- https://github.com/Sophia-11/Machine-Learning-Notes
- https://github.com/mli/paper-reading
- https://github.com/muslll/neosr
- https://github.com/lucidrains/vit-pytorch
- https://github.com/ddbourgin/numpy-ml
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科研工具
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英文论文好用工具
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计算机科学
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高性能计算与编译器
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CUDA编程
- https://www.youtube.com/watch?v=2NgpYFdsduY&list=PLxNPSjHT5qvtYRVdNN1yDcdSl39uHV_sU&index=1
- https://docs.nvidia.com/cuda/cuda-c-programming-guide/index.html
- https://zhuanlan.zhihu.com/p/603352525
- https://space.bilibili.com/37270391/channel/seriesdetail?sid=1454805
- https://www.youtube.com/watch?v=F620ommtjqk&list=PLAwxTw4SYaPnFKojVQrmyOGFCqHTxfdv2
- https://face2ai.com/program-blog/
- https://github.com/YconquestY/Needle/blob/main/backend.md
- https://github.com/guanrenyang/Programming-Massively-Parallel-Processors/blob/master/Chapter04/README.md
- https://github.com/nvixnu/pmpp__programming_massively_parallel_processors/blob/master/chapter_04/ch4__matrix_mul.cu
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mlir
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MPI通信
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webgpu
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高性能计算
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Programming Languages
Categories
Sub Categories
音视频相关
91
基本操作
55
常见问题解答
53
MLSYS
32
深度学习部署
23
python lsp
22
操作系统与体系结构
18
NVIDIA环境配置常见问题
16
**anaconda基础**
15
其他有趣的文章
14
线性代数
14
**深度学习网课**
13
深度学习系统
11
常见问题 QA
11
通识教程
11
文章与博客推荐
9
CUDA编程
9
开源库/项目
8
其他
8
数据结构与算法
7
Anaconda
6
概率论与数理统计
6
深度学习动手项目
6
大语言模型实践
5
计算机网络学习
4
AIGC
4
mlir
3
计算机视觉
3
C++项目相关
3
数据集
3
值得收藏的开源仓库
2
高性能计算
2
程序性能优化
2
实例项目等
2
NVIDIA环境配置指南
2
计算机网络
1
Python 参考项目
1
webgpu
1
常识
1
MPI通信
1
数据集类网站
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理论基础（时间少直接看李沐/李宏毅）
1
Keywords
deep-learning
14
machine-learning
9
pytorch
8
python
7
awesome
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ocr
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neural-network
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artificial-intelligence
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neural-networks
3
bilibili
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downloader
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video
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computer-science
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youtube
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llm
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transformers
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windows
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ai
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tensorflow
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cpp
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computer-vision
2
reinforcement-learning
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transformer
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dataset
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github
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download
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onnx
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algorithms
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mlir
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keras
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extract
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security
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word2vec
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inference
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caffe
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linux
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macos
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image-classification
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wpf
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java
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attention
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deep-learning-tutorial
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nlp
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awesome-list
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behaviour-analysis
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tf-trt
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