Python专题

爬虫

项目名称	项目链接
hihell/python120	https://codechina.csdn.net/hihell/python120

技术路线图

项目名称	项目链接
codechina/developer-roadmap/python/intro	https://codechina.gitcode.host/developer-roadmap/python/intro/

图像处理

项目名称	项目链接
mirrors/eastmountyxz/imageprocessing-python	https://codechina.csdn.net/mirrors/eastmountyxz/imageprocessing-python
mirrors/dbeker/faster-rcnn-tensorflow-python3.5	https://codechina.csdn.net/mirrors/dbeker/faster-rcnn-tensorflow-python3.5

学习资源汇总

项目名称	项目链接
The Algorithms - Python	https://codechina.csdn.net/mirrors/TheAlgorithms/Python
mirrors/jack-cherish/pythonpark	https://codechina.csdn.net/mirrors/jack-cherish/pythonpark
mirrors/jackfrued/python-100-days	https://codechina.csdn.net/mirrors/jackfrued/Python-100-Days
mirrors/busyyang/python_sound_open	https://codechina.csdn.net/mirrors/busyyang/python_sound_open
mirrors/jiayangwu/leetcode-python	https://codechina.csdn.net/mirrors/JiayangWu/LeetCode-Python

练手项目

项目名称	项目链接
qq_42279468/python_pet2_liqiujian	https://codechina.csdn.net/qq_42279468/python_pet2_liqiujian
mirrors/yangshangqi/the-python-code-implements-aircraft-warfare	https://codechina.csdn.net/mirrors/yangshangqi/The-Python-code-implements-aircraft-warfare
10 Interesting Python Programs with Code	https://levelup.gitconnected.com/10-interesting-python-programs-with-code-b676181a2d1a

点云

项目名称	项目链接
mirrors/strawlab/python-pcl	https://codechina.csdn.net/mirrors/strawlab/python-pcl

自然语言处理文章

文章名称	文章链接
Natural language processing	https://en.wikipedia.org/wiki/Natural_language_processing
Terminology extraction	https://en.wikipedia.org/wiki/Terminology_extraction
解读知识图谱的2020 : 技术成熟度飞速跃升，与产业互联结合更加紧密	https://www.gridsum.com/about/newsinfo/2062.html

计算机视觉文章

文章名称	文章链接
Build Your Own Convolution Neural Network in 5 mins	https://towardsdatascience.com/build-your-own-convolution-neural-network-in-5-mins-4217c2cf964f
Understanding and Calculating the number of Parameters in Convolution Neural Networks (CNNs)	https://towardsdatascience.com/understanding-and-calculating-the-number-of-parameters-in-convolution-neural-networks-cnns-fc88790d530d
Understanding 1D and 3D Convolution Neural Network |Keras	https://towardsdatascience.com/understanding-1d-and-3d-convolution-neural-network-keras-9d8f76e29610

Pytorch入门教程

教程名称	教程链接
DEEP LEARNING WITH PYTORCH: A 60 MINUTE BLITZ	https://pytorch.org/tutorials/beginner/deep_learning_60min_blitz.html

文本分析工具

工具名称	链接
Sketch Engine	https://www.sketchengine.eu/
Sketch Engine | QUICK START LESSONS	https://www.sketchengine.eu/quick-start-guide/

推荐系统

文章名称	文章链接
TensorFlow Recommenders 迎来更新 — 可扩展检索和特征交互建模	https://bbs.csdn.net/topics/600119505
案例分享 |深度学习在花椒直播中的应用 — 神经网络与协同过滤篇	https://bbs.csdn.net/topics/600291504
揭开 ScaNN 的神秘面纱：高效的向量相似性搜索	https://bbs.csdn.net/topics/600320547
案例分享 |TensorFlow 在贝壳找房中的实践	https://bbs.csdn.net/topics/600301511
案例分享 |基于 TensorFlow 构建个性化股票内容推荐产品	https://bbs.csdn.net/topics/600306529
推荐系统从入门到接着入门	https://zhuanlan.zhihu.com/p/27502172

数据集

数据集名称	数据集链接
MovieLens(推荐系统类别)	https://grouplens.org/datasets/movielens/

深度学习书籍

书籍名称	书籍链接
Interactive deep learning book with multi-framework code, math, and discussions	https://codechina.csdn.net/mirrors/d2l-ai/d2l-en

深度学习开发工具

工具名称	工具链接
Ray	https://codechina.csdn.net/mirrors/ray-project/ray
Albumentations	https://codechina.csdn.net/mirrors/albumentations-team/albumentations
PyTorch Lightning	https://codechina.csdn.net/mirrors/PyTorchLightning/pytorch-lightning
MegEngine	https://codechina.csdn.net/megvii/megengine
PaddlePaddle	https://codechina.csdn.net/paddlepaddle/Paddle
mindspore	https://codechina.csdn.net/mindspore/mindspore
oneflow	https://codechina.csdn.net/mirrors/Oneflow-Inc/oneflow

数据分析

文章名称	文章链接
数据分析必备的三大能力体系	http://www.woshipm.com/data-analysis/704497.html
数据分析	https://wiki.mbalib.com/wiki/%E6%95%B0%E6%8D%AE%E5%88%86%E6%9E%90
7步搞定数据清洗－Python数据清洗指南	https://zhuanlan.zhihu.com/p/60241672

向量检索

文章名称	文章链接
大规模向量检索	https://zhuanlan.zhihu.com/p/90677337
大数据搜索技术下一站：浅谈向量检索的现状、挑战和未来	https://www.infoq.cn/article/j3vvye0uhlfdpnc8uyrs

视频分割

文章名称	文章链接
ffmpeg_分割一个mp4文件到多个小的mp4文件	https://blog.csdn.net/S_gy_Zetrov/article/details/88594306

Tensorflow

文章名称	文章链接
Train and serve a TensorFlow model with TensorFlow Serving	https://www.tensorflow.org/tfx/tutorials/serving/rest_simple

云原生专题

科普文章

文章名称	文章链接
什么是云原生？这回终于有人讲明白了	https://juejin.cn/post/6844904197859590151

书籍

书籍名称	书籍链接
Kubernetes Handbook——Kubernetes 中文指南/云原生应用架构实践手册	https://jimmysong.io/kubernetes-handbook/

学习资源汇总

项目名称	项目链接
Awesome Cloud Native	https://jimmysong.io/awesome-cloud-native/

开发工具专题

代码自动补全

工具名称	工具链接
GitHub Copilot	https://copilot.github.com/

Jupyter notebook

文章名称	文章链接
10 Must-Know Jupyter Notebook Tricks	https://betterprogramming.pub/10-must-know-jupyter-notebook-tricks-51baea31922

Git

文章名称	文章链接
Git	https://en.wikipedia.org/wiki/Git
Git简介	https://www.liaoxuefeng.com/wiki/896043488029600/896067008724000
Git新手入門教學 – part 1	https://kopu.chat/2017/01/18/git%E6%96%B0%E6%89%8B%E5%85%A5%E9%96%80%E6%95%99%E5%AD%B8-part-1/
Git新手入門教學 – part 2	https://kopu.chat/2017/01/18/git%E6%96%B0%E6%89%8B%E5%85%A5%E9%96%80%E6%95%99%E5%AD%B8-part-2/
Git 入门	https://codechina.csdn.net/courses/detail/1/l
CODE CHINA平台学习广场之Git	https://blog.csdn.net/csdn_codechina/article/details/116226921
Git版本控制UI操作软件	https://www.gitkraken.com/

Markdown

文章名称	文章链接
An overview of Markdown, how it works, and what you can do with it	https://www.markdownguide.org/getting-started/
A simple, in-browser, markdown-driven slideshow tool	https://codechina.csdn.net/mirrors/gnab/remark
Markdown 基础入门	https://codechina.csdn.net/courses/detail/2/l

Docker

文章名称	文章链接
HOW TO CREATE A DOCKER IMAGE FROM A CONTAINER	https://www.scalyr.com/blog/create-docker-image/

大会、大赛专题

天池

赛事名称	赛事链接
第一届“英特尔创新大师杯”深度学习挑战赛	https://tianchi.aliyun.com/specials/promotion/xeonchallenge

人工智能大会

大会名称	大会链接
2021年世界人工智能大会	https://www.worldaic.com.cn/

Ubuntu专题

问题名称	问题解决方案
Fix ‘add-apt-repository command not found’ Error on Ubuntu and Debian	sudo apt-get install software-properties-common

开源知识

文章名称	文章链接
开源是什么？--Red Hat	https://www.redhat.com/zh/topics/open-source/what-is-open-source
2021年度企业开源现状报告(来自红帽)	https://www.redhat.com/zh/enterprise-open-source-report/2021
2019年中国开源年度报告(中国开源的开发者调查、生态环境报告、深度专题分析)	https://kaiyuanshe.cn/2019-China-Open-Source-Report/investigation.html
2020 中国开源年度报告	https://kaiyuanshe.cn/document/china-os-report-2020/
什么是开源？--Peter	https://zhuanlan.zhihu.com/p/51280896
什么是开源？--Linux中国	https://zhuanlan.zhihu.com/p/27501070
开源软件及其法律风险	https://zhuanlan.zhihu.com/p/91071379

稀奇古怪的项目

项目名称	项目链接
WiFi Card(通过打印WIFI二维码，方便登录)	https://codechina.csdn.net/mirrors/bndw/wifi-card

课程学习资源

项目名称	项目链接
浙江大学课程攻略共享计划	https://codechina.csdn.net/mirrors/QSCTech/zju-icicles
名校公开课程评价网	https://codechina.csdn.net/mirrors/conanhujinming/comments-for-awesome-courses

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