# 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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