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: about 15 hours ago
JSON representation
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深度学习大类
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MLSYS
- https://github.com/lancedb/lance
- https://gradio.app/
- https://efficientml.ai/
- https://docs.nvidia.com/deeplearning/tensorrt/sample-support-guide/index.html#python_samples_section
- https://aistudio.baidu.com/aistudio/projectdetail/5241605?channelType=0&channel=0
- https://kaleidoscope-llvm-tutorial-zh-cn.readthedocs.io/zh_CN/latest/
- https://www.youtube.com/watch?v=2NgpYFdsduY&list=PLxNPSjHT5qvtYRVdNN1yDcdSl39uHV_sU&index=1
- https://www.youtube.com/watch?v=F620ommtjqk&list=PLAwxTw4SYaPnFKojVQrmyOGFCqHTxfdv2
- https://webdataset.github.io/webdataset/
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NVIDIA环境配置常见问题
- https://docs.nvidia.com/datacenter/cloud-native/container-toolkit/latest/install-guide.html
- https://www.nvidia.com/download/index.aspx?lang=en-us
- Archive of Previous CUDA Releases
- https://developer.nvidia.com/cuda-downloads
- https://developer.nvidia.com/rdp/cudnn-archive
- https://zhuanlan.zhihu.com/p/83971195
- https://blog.csdn.net/m0_37605642/article/details/119637836
- https://docs.nvidia.com/deeplearning/tensorrt/install-guide/index.html#installing-debian
- https://flywine.blog.csdn.net/article/details/81879514
- https://qiyuan-z.github.io/2022/01/06/解决nvidia-smi和nvcc显示信息与所安装CUDA版本不一致问题/
- https://blog.csdn.net/qq451882471/article/details/106967942
- https://forums.developer.nvidia.com/t/notice-cuda-linux-repository-key-rotation/212772
- https://blog.csdn.net/hxj0323/article/details/115859174
- https://stackoverflow.com/questions/54249577/importerror-libcuda-so-1-cannot-open-shared-object-file
- https://developer.nvidia.com/zh-cn/cuda-gpus
- https://docs.nvidia.com/deeplearning/cudnn/install-guide/index.html
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NVIDIA环境配置指南
- https://github.com/XuehaiPan/nvitop
- https://developer.nvidia.com/zh-cn/cuda-gpus
- https://www.nvidia.com/download/index.aspx?lang=en-us
- https://docs.nvidia.com/deeplearning/cudnn/install-guide/index.html
- https://docs.nvidia.com/deeplearning/tensorrt/install-guide/index.html#installing-debian
- https://developer.nvidia.com/zh-cn/cuda-gpus
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值得收藏的开源仓库
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其他
- https://download.pytorch.org/whl/torch/
- https://pytorch.org/get-started/previous-versions/
- https://blog.csdn.net/weixin_44791964/article/details/107406072
- https://blog.csdn.net/lx_ros/article/details/124439120
- https://github.com/gradio-app/gradio/issues/2979
- https://www.cnblogs.com/rossiXYZ/category/1626268.html?page=5
- https://github.com/shliang0603/Awesome-DeepLearning-500FAQ
- https://github.com/isLinXu/awesome-road-map
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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
- https://www.bilibili.com/video/BV1PK4y1U751
- https://www.bilibili.com/video/BV1Ht411g7Ef
- https://www.bilibili.com/video/BV1JA411c7VT?p=34
- https://www.bilibili.com/video/BV1JR4y1g77H
- https://github.com/muslll/neosr
- https://download.pytorch.org/whl/torch/
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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
97
基本操作
55
常见问题解答
53
MLSYS
39
python lsp
27
深度学习部署
23
操作系统与体系结构
20
通识教程
17
线性代数
17
NVIDIA环境配置常见问题
16
**anaconda基础**
15
其他有趣的文章
14
常见问题 QA
14
**深度学习网课**
13
文章与博客推荐
11
深度学习系统
11
CUDA编程
9
概率论与数理统计
9
其他
8
开源库/项目
8
数据结构与算法
7
Anaconda
7
深度学习动手项目
6
NVIDIA环境配置指南
6
大语言模型实践
5
AIGC
4
计算机网络学习
4
计算机视觉
3
C++项目相关
3
mlir
3
数据集
3
常识
2
实例项目等
2
程序性能优化
2
高性能计算
2
值得收藏的开源仓库
2
理论基础（时间少直接看李沐/李宏毅）
1
数据集类网站
1
计算机网络
1
MPI通信
1
Python 参考项目
1
webgpu
1
设计模式
1
Keywords
deep-learning
14
machine-learning
9
pytorch
8
python
7
awesome
4
ocr
4
neural-network
4
artificial-intelligence
4
neural-networks
3
bilibili
3
downloader
3
video
3
computer-science
3
youtube
3
llm
3
transformers
3
windows
3
ai
3
tensorflow
3
cpp
3
computer-vision
2
reinforcement-learning
2
transformer
2
dataset
2
github
2
download
2
onnx
2
algorithms
2
mlir
2
keras
2
extract
2
security
2
word2vec
2
inference
2
caffe
2
linux
2
macos
2
image-classification
2
wpf
2
java
2
attention
2
deep-learning-tutorial
2
nlp
2
awesome-list
2
cuda
2
gif
2
object-detection
2
webcam
2
behaviour-analysis
1
tf-trt
1