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: 2 days ago
JSON representation
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python
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**anaconda基础**
- https://github.com/vinta/awesome-python
- http://scipy-lectures.org/index.html
- https://mirrors.tuna.tsinghua.edu.cn/anaconda/archive/
- https://zhuanlan.zhihu.com/p/37093476
- https://blog.csdn.net/qq_33590958/article/details/103291206
- https://www.cnblogs.com/sunnydou/p/5801760.html
- https://www.runoob.com/w3cnote/pip-cn-mirror.html
- https://www.cnblogs.com/lvjinfeng/articles/16333180.html
- https://blog.csdn.net/weixin_42272869/article/details/122471357
- https://blog.csdn.net/weixin_44321570/article/details/128514763
- https://learnku.com/docs/pymotw
- https://pandas.pydata.org/docs/getting_started/install.html
- https://wizardforcel.gitbooks.io/sicp-py/content/
- https://requests.readthedocs.io/en/latest/user/quickstart/#make-a-request
- https://github.com/waynerv/cookiecutter-pypackage/tree/master
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实例项目等
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C++
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常见问题解答
- https://github.com/fffaraz/awesome-cpp
- https://google.github.io/styleguide/cppguide.html
- https://godbolt.org/
- https://www.learncpp.com/
- https://cpp.sh/
- https://www.bilibili.com/video/BV1dE41167hJ?p=34
- https://www.bilibili.com/video/BV1Vf4y1P7pq?p=1
- https://hackingcpp.com/cpp/std/algorithms.html
- https://juejin.cn/post/6844903557183832078
- https://www.bookstack.cn/read/CMake-Cookbook/README.md
- https://zhuanlan.zhihu.com/p/620839692
- https://paul.pub/cpp-concurrency/
- https://space.bilibili.com/263032155
- https://csdiy.wiki/数据库系统/15445/
- https://www.bookstack.cn/read/CMake-Cookbook/content-chapter2-2.5-chinese.md
- https://cmake.org/download/
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C++项目相关
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音视频相关
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常见问题 QA
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深度学习大类
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开源库/项目
- https://github.com/josephmisiti/awesome-machine-learning
- https://github.com/ChristosChristofidis/awesome-deep-learning
- https://openmmlab.com/
- https://github.com/open-mmlab
- https://www.huaxiaozhuan.com/
- https://github.com/PaddlePaddle
- https://zhuanlan.zhihu.com/p/60245227
- https://www.huaxiaozhuan.com/深度学习/chapters/18_practical.html
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通识教程
- https://course.fast.ai/
- https://github.com/lucidrains/vit-pytorch
- https://github.com/labmlai/annotated_deep_learning_paper_implementations
- https://github.com/mli/paper-reading
- https://github.com/ddbourgin/numpy-ml
- https://github.com/Sophia-11/Machine-Learning-Notes
- https://stanford-cs336.github.io/spring2025/
- https://arena3-chapter1-transformer-interp.streamlit.app/
- https://github.com/sgrvinod
- https://datawhalechina.github.io/pumpkin-book/#/
- https://github.com/muslll/neosr
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NVIDIA环境配置常见问题
- https://developer.nvidia.com/cuda-downloads
- Archive of Previous CUDA Releases
- https://docs.nvidia.com/datacenter/cloud-native/container-toolkit/latest/install-guide.html
- https://www.nvidia.com/download/index.aspx?lang=en-us
- 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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**深度学习网课**
- https://cs182sp21.github.io/
- https://zh.d2l.ai/index.html
- 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://www.bilibili.com/video/BV1PK4y1U751
- https://cs.uwaterloo.ca/~wenhuche/teaching/cs886/
- 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://nn.labml.ai/
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深度学习系统
- https://dlsyscourse.org/
- 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://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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深度学习部署
- https://blog.csdn.net/sinat_31425585/category_9312419.html
- 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://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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深度学习动手项目
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数据集类网站
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AIGC
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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/isLinXu/awesome-road-map
- https://github.com/shliang0603/Awesome-DeepLearning-500FAQ
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MLSYS
- https://github.com/Tencent/ncnn
- https://github.com/PINTO0309/PINTO_model_zoo
- https://github.com/alibaba/BladeDISC
- https://github.com/shouxieai/tensorRT_Pro
- https://github.com/Tony-Tan/CUDA_Freshman
- https://github.com/BBuf/how-to-optim-algorithm-in-cuda
- https://github.com/NVIDIA/trt-samples-for-hackathon-cn
- https://github.com/microsoft/AI-System
- https://github.com/mosaicml/composer
- https://github.com/Tencent/TPAT
- https://github.com/shibing624/text2vec
- https://github.com/Evian-Zhang/llvm-ir-tutorial
- https://github.com/prompt-engineering/chat-flow
- https://github.com/udacity/cs344
- https://github.com/NVIDIA/CUDALibrarySamples
- https://github.com/HeKun-NVIDIA/CUDA-Programming-Guide-in-Chinese
- https://github.com/xenova/transformers.js
- https://github.com/ggerganov/ggml
- https://github.com/JackonYang/hands-on-tvm
- https://github.com/ThanatosShinji/onnx-tool
- https://github.com/alibaba/TinyNeuralNetwork
- http://giantpandacv.com/resources/
- https://github.com/triple-Mu/TensorRT2ONNX
- https://github.com/mepeichun/Efficient-Neural-Network-Bilibili
- http://strint.github.io/220220-mlir/220220-mlir.html
- https://jinleili.github.io/learn-wgpu-zh/
- https://github.com/Syencil/Programming_Massively_Parallel_Processors
- https://zhuanlan.zhihu.com/p/412772439
- https://zhuanlan.zhihu.com/p/574018567
- https://github.com/openppl-public/ppq
- https://efficientml.ai/
- https://github.com/lancedb/lance
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数据集
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NVIDIA环境配置指南
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值得收藏的开源仓库
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大语言模型实践
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计算机视觉
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开源工具推荐
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音视频相关
- https://www.gimp.org/
- https://flameshot.org/
- https://tabby.sh/
- https://imageglass.org/
- https://youtubemultidownloader.net/playlists.html
- xnview.com/en/xnviewmp/
- https://space.bilibili.com/1608325226
- https://github.com/OpenShot/openshot-qt/releases/tag/v3.1.1
- https://openalternative.co/
- https://github.com/iawia002/lux
- https://github.com/pot-app/pot-desktop
- https://github.com/nICEnnnnnnnLee/BilibiliDown
- https://github.com/MathewSachin/Captura
- https://github.com/sherlockchou86/VideoPipe
- https://github.com/NickeManarin/ScreenToGif
- https://github.com/YaoFANGUK/video-subtitle-extractor
- https://github.com/hiroi-sora/Umi-OCR
- https://github.com/Tyrrrz/YoutubeDownloader
- https://github.com/torakiki/pdfsam
- https://github.com/taojy123/KeymouseGo
- https://github.com/Huanshere/VideoLingo
- https://github.com/qarmin/czkawka/releases/tag/7.0.0
- xnview.com/en/xnviewmp/
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CS大类
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基本操作
- https://regexr.com/
- https://regexper.com/
- https://yeasy.gitbook.io/docker_practice/
- https://github.com/ziishaned/learn-regex/blob/master/translations/README-cn.md
- https://v0.dev/
- https://missing-semester-cn.github.io/
- https://www.bilibili.com/video/BV1x7411H7wa?t=2829
- https://nju-projectn.github.io/ics-pa-gitbook/ics2021/index.html
- https://github.com/sanbuphy/vimplus/blob/master/install.sh
- https://tools.kalvinbg.cn/txt/ascii
- https://blog.csdn.net/qq_27370437/article/details/117806294
- https://blog.csdn.net/FX677588/article/details/78681325
- https://cloud.tencent.com/developer/article/1430839
- https://zhuanlan.zhihu.com/p/389817246
- https://wkevin.github.io/GitChat/gitchat.html#round-1-起步
- https://www.ruanyifeng.com/blog/2015/12/git-cheat-sheet.html
- https://blog.csdn.net/helloasimo/article/details/123778112
- https://blog.csdn.net/qq_37435462/article/details/122240506
- https://mmcv.readthedocs.io/zh_CN/latest/community/pr.html
- https://github.com/shiftkey/desktop/releases
- https://www.jianshu.com/p/4a8f4af4e803
- https://blog.csdn.net/baobaoxiannv/article/details/105586187
- 正在等待报头
- https://www.cnblogs.com/HGNET/p/16396589.html
- https://blog.csdn.net/wf19930209/article/details/104236358
- https://blog.csdn.net/afsafasfa/article/details/125782222
- https://zhuanlan.zhihu.com/p/222512751
- https://dowww.spencerwoo.com/
- http://t.zoukankan.com/davidchild-p-15606786.html
- https://learn.microsoft.com/zh-cn/windows/wsl/basic-commands
- https://blog.csdn.net/weixin_43425561/article/details/115765148
- https://www.cnblogs.com/huanliu/p/17161388.html - VMSwitch WSL -NetAdapterName 以太网`）此时桥接后可能还不能上网，需要加入8.8.8.8 nameserver
- https://zhuanlan.zhihu.com/p/521747491
- https://msdn.itellyou.cn/
- http://www.tbtool.cn/
- https://www.geeksforgeeks.org/linux-vs-windows-commands/
- https://blog.csdn.net/weixin_45191386/article/details/130662281
- http://obkoro1.com/web_accumulate/codeBlack/正则表达式收集.html
- https://docs.docker.com/desktop/install/ubuntu/
- https://www.yisu.com/zixun/139260.html
- https://blog.csdn.net/liangcsdn111/article/details/110236655
- https://dockerdocs.cn/docker-for-windows/wsl/
- https://blog.51cto.com/u_13281972/2997681
- https://www.cnblogs.com/chentiao/p/16963647.html
- https://www.lfhacks.com/tech/pull-docker-images-behind-proxy/
- http://172.17.0.1:8888/
- https://blog.csdn.net/m0_67390963/article/details/126327604
- https://zhuanlan.zhihu.com/p/468146522
- https://yeasy.gitbook.io/docker_practice/container/import_export
- https://blog.csdn.net/butterfly5211314/article/details/83068807
- https://blog.csdn.net/xuchaoxin1375/article/details/121709299
- https://mirror.ghproxy.com/
- https://www.diskgenius.cn/
- https://github.com/jlevy/the-art-of-command-line
- https://github.com/pytorch/cpuinfo
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其他有趣的文章
- https://www.brendangregg.com/linuxperf.html
- https://segmentfault.com/u/public0821
- https://plantegg.github.io/
- https://plantegg.github.io/2021/06/01/CPU的制造和概念/
- https://medium.com/@falconives
- http://learn.lianglianglee.com/
- https://zhuanlan.zhihu.com/p/454597068
- https://bowenyoung.cn/posts/githubBeautify
- https://draveness.me/whys-the-design/
- https://xiaolincoding.com/
- https://0xax.gitbooks.io/linux-insides/content/Misc/linux-misc-4.html
- https://spaces.ac.cn/
- http://t.cn/A60JwWOw
- http://t.cn/A6ani5Ip
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数据结构与算法
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线性代数
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操作系统与体系结构
- https://www.icourse163.org/course/nju-1001625001#/info
- http://jyywiki.cn/OS/2022/
- https://www.bilibili.com/video/BV1Cm4y1d7Ur/
- https://pan.baidu.com/s/1h2aEk6A_DGpXkZvRtNmeUw
- https://www.shiyanlou.com/courses/115
- https://csdiy.wiki/操作系统/MIT6.S081/
- https://yajin.org/os2018fall/
- https://tai-e.pascal-lab.net/pa1.html#_1-作业导览
- https://space.bilibili.com/2919428/channel/series
- https://www.bilibili.com/video/BV1wA411h7N7/
- https://blog.csdn.net/GoolyOh/article/details/119801160
- https://blog.csdn.net/goolyoh/category_11298420.html
- https://cjting.me/2020/12/10/tiny-x64-helloworld/
- https://xinqiu.gitbooks.io/linux-inside-zh/content/
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计算机网络学习
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高性能计算
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科研工具
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学术论文
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数学
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线性代数
- http://immersivemath.com/ila/index.html
- 矩阵求导入门
- https://sanbuphy.github.io/p/矩阵求导简易入门手册/
- https://ccjou.wordpress.com/
- https://www.bilibili.com/video/BV1a7411M7wH?p=1&vd_source=a6509cab8ccb8b81d6a70af693cc008f
- https://github.com/kenjihiranabe/The-Art-of-Linear-Algebra
- https://www.math.uwaterloo.ca/~hwolkowi/matrixcookbook.pdf
- http://media.ee.ntu.edu.tw/personal/pcwu/tutorials/matrix_calculus.pdf
- https://ocw.nthu.edu.tw/ocw/index.php?page=course&cid=89
- http://media.ee.ntu.edu.tw/personal/pcwu/tutorials/matrix_calculus.pdf
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- Deep Learning An MIT Press book - chinese/releases)或者直接下载附件中dlbook_cn_v0.5-beta。
- 直观理解机器学习的数学过程
- 李航统计学习基础第一章补数学基础
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概率论与数理统计
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其他日常使用网站
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音视频相关
- https://undraw.co/illustrations
- https://app.diagrams.net/
- https://hellogithub.com/
- https://www.shopify.com/stock-photos
- https://imgur.com/
- https://news.ycombinator.com/news
- https://stockup.sitebuilderreport.com/
- https://palette.fm/
- https://ossinsight.io/
- https://xzmind.xuanzi.ltd/apps.html
- https://c.runoob.com/front-end/53/
- https://www.wenshushu.cn/
- http://www.atoolbox.net/Tool.php?Id=978
- https://tools.pdf24.org/zh/all-tools
- https://www.ico51.cn/
- https://icon-icons.com/zh/
- http://www.zuohaotu.com/svg/
- https://www.fosshub.com/
- https://convertio.co/zh/formats/avif/
- https://www.birme.net/?target_height=640
- https://pixabay.com/photos/
- https://tableconvert.com/zh-cn/excel-to-markdown#google_vignette
- https://papers.cool/
- https://highdefdiscnews.com/4k-screenshots/
- https://mm-llms.github.io/
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英文论文好用工具
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高性能计算与编译器
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webgpu
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CUDA编程
- https://docs.nvidia.com/cuda/cuda-c-programming-guide/index.html
- https://www.youtube.com/watch?v=2NgpYFdsduY&list=PLxNPSjHT5qvtYRVdNN1yDcdSl39uHV_sU&index=1
- 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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高性能计算
-
mlir
-
MPI通信
-
-
有趣的项目
-
音视频相关
- https://clarity.microsoft.com/
- https://mp.weixin.qq.com/s/syEkqbBSmTwdi_cPB6Kd3g
- https://mp.weixin.qq.com/s/18EIga7w9y1FG0oWcnysIw
- https://github.com/THUDM/CodeGeeX/blob/main/README_zh.md
- https://www.bilibili.com/video/BV1Pe4y1t7de/
- https://www.codeium.com/playground
- https://babudiu.com/archives/typora
- https://sourceforge.net/projects/spacesniffer/
- https://motrix.app/download
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-
写在前面
- https://github.com/ryanhanwu/How-To-Ask-Questions-The-Smart-Way/blob/main/README-zh_CN.md
- https://github.com/tangx/Stop-Ask-Questions-The-Stupid-Ways/blob/master/README.md
- https://www.cnblogs.com/pprp/p/8880493.html
- https://nju-projectn.github.io/ics-pa-gitbook/ics2024/
- https://github.com/sanbuphy/my-awesome-cs
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C与汇编
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常见问题解答
- https://www.icourse163.org/u/wengkai?userId=318013
- https://wizardforcel.gitbooks.io/100-gdb-tips/content/part1.html
- https://baijiahao.baidu.com/s?id=1722268508697136684
- https://www.jianshu.com/p/1782e14a0766
- https://github.com/Captain1986/CaptainBlackboard/blob/master/D%230001-undefined_reference_to_XXX/D%230001.md
- https://baijiahao.baidu.com/s?id=1722268508697136684
- https://baijiahao.baidu.com/s?id=1722268508697136684
- https://baijiahao.baidu.com/s?id=1722268508697136684
- https://baijiahao.baidu.com/s?id=1722268508697136684
- https://baijiahao.baidu.com/s?id=1722268508697136684
- https://baijiahao.baidu.com/s?id=1722268508697136684
- https://baijiahao.baidu.com/s?id=1722268508697136684
- https://baijiahao.baidu.com/s?id=1722268508697136684
- https://baijiahao.baidu.com/s?id=1722268508697136684
- https://baijiahao.baidu.com/s?id=1722268508697136684
- https://baijiahao.baidu.com/s?id=1722268508697136684
- https://baijiahao.baidu.com/s?id=1722268508697136684
- https://baijiahao.baidu.com/s?id=1722268508697136684
- https://baijiahao.baidu.com/s?id=1722268508697136684
- https://baijiahao.baidu.com/s?id=1722268508697136684
- https://baijiahao.baidu.com/s?id=1722268508697136684
- https://baijiahao.baidu.com/s?id=1722268508697136684
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- https://baijiahao.baidu.com/s?id=1722268508697136684
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- https://baijiahao.baidu.com/s?id=1722268508697136684
- https://baijiahao.baidu.com/s?id=1722268508697136684
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常见问题 QA
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有趣的故事
-
心理健康建设
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startup协作工具
-
音视频相关
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产品与心理学
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PPT之神
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字体
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文章与博客推荐
- https://github.com/kamranahmedse/developer-roadmap
- https://github.com/521xueweihan/HelloGitHub
- https://github.com/GrowingGit/GitHub-Chinese-Top-Charts
- https://github.com/programthink/opensource
- https://rahuldkjain.github.io/gh-profile-readme-generator/
- http://t.cn/A60JwWOw
- http://t.cn/A6ani5Ip
- http://t.cn/A6ani5Ip
-
计算机网络
-
python lsp
- https://github.com/DamionGans/ubuntu-wsl2-systemd-script
- https://github.com/Chuyu-Team/Dism-Multi-language
- https://github.com/v2fly/fhs-install-v2ray - release.sh，然后你可能会在里面发现在下载哪个zip要很久，可以直接wget下来解压即可
- https://github.com/521xueweihan/GitHub520
- https://unbug.github.io/codelf/
- https://nodejs.org/en/download
- https://yeasy.gitbook.io/docker_practice/
- https://mirror.ghproxy.com/
- https://blog.csdn.net/liveon_/article/details/127933041
- http://t.zoukankan.com/davidchild-p-15606786.html
- https://daniel-sc.github.io/bash-shell-to-bat-converter/
- https://www.kwchang0831.dev/dev-env/pwsh/oh-my-posh
- https://www.softwareok.com/
- https://zhuanlan.zhihu.com/p/667029220
- https://zhuanlan.zhihu.com/p/114364577
- https://docs.docker.com/desktop/install/ubuntu/
- https://dockerdocs.cn/docker-for-windows/wsl/
- https://github.com/nvm-sh/nvm/tags
- https://neucrack.com/p/407
- https://blog.csdn.net/weixin_46105038/article/details/118220439
- http://www.tbtool.cn/
- https://www.yisu.com/zixun/139260.html
- github.com
- https://docs.docker.com/desktop/install/ubuntu/
-
数据结构与算法
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程序性能优化
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操作系统与体系结构
-
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其他推荐网站与工具
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音视频相关
- https://github.com/KurtBestor/Hitomi-Downloader
- https://github.com/stas00/ml-engineering
- https://github.com/ivmm/Student-resources
- http://www.atoolbox.net/Tool.php?Id=978
- http://www.zuohaotu.com/svg/
- https://blog.csdn.net/qq_46106285/article/details/134104985
- https://c.runoob.com/front-end/53/
- http://www.atoolbox.net/Tool.php?Id=978
-
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有趣的项目和工具
-
Python
-
Anaconda
- https://github.com/Alfred1984/interesting-python
- https://github.com/LYMDLUT/zpdb
- http://jobbole.github.io/awesome-python-cn/
- http://scipy-lectures.org/index.html
- https://github.com/gzr2017/ImageProcessing100Wen
- http://jobbole.github.io/awesome-python-cn/
- https://python3-cookbook.readthedocs.io/zh_CN/latest/index.html
- https://python-parallel-programmning-cookbook.readthedocs.io/zh_CN/latest/index.html
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