布客·ApacheCN 编程/后端/大数据/人工智能学习资源 2020.9

左手的ㄟ右手 2023-03-01 12:40 29阅读 0赞

## **公告** ##

1.  ApacheCN 项目的最终目标：五年内备份并翻译 Github 上的所有教程（其实快被我们啃完了，剩下的不多了）。
2.  **警告各位培训班：对 ApacheCN 宣传文章的举报，也将视为对 ApacheCN 的挑衅。我们不像友社那么好欺负，自己看着办。**
3.  [CDNDrive][] 有适配 FB，Twi 和 Ins 的计划，时间未定。
4.  我们的机器学习群（915394271）正式改名为“AI+财务提升”群，望悉知。
5.  请关注我们的公众号“ApacheCN”，回复“教程/路线/比赛/报告/技术书/课程/轻小说/漫画/新知”来获取更多资源。
6.  我们正在招募项目负责人，完成三次贡献可以申请，请联系片刻（529815144）。[几十个项目等你来申请和参与][Link 1]，不装逼的朋友，我们都不想认识。
7.  “开源互助联盟”已终止，我们对此表示抱歉和遗憾。除非特地邀请，我们不再推广他人的任何项目。
8.  我们接受“环材化生劝退”话题的投稿，并在全平台推送。请联系飞龙（562826179），或[在这里留言][Link 2]。

## 编程语言 ##

1.  Java
    
    1.  [On Java 8 中文版（Java 编程思想第五版）⭐↗][On Java 8 _Java]
    2.  [Effective Java 中文第三版⭐↗][Effective Java]
    3.  [Java 编程思想][Java]
    4.  [Java 8 简明教程][Java 8]
    5.  [Java 从 0~1 个人笔记][Java _ 0_1]
    6.  [Java8 中文官方教程][Java8]
    7.  [JavaTutorialNetwork 中文系列教程][JavaTutorialNetwork]
    8.  [HowToDoInJava 中文系列教程][HowToDoInJava]
        
         *  [Spring][]／[Java][Java 1]／[其它教程 1][1]／[其它教程 2][2]
    9.  [JavaBeginnersTutorial 中文系列教程][JavaBeginnersTutorial]
2.  Python
    
    1.  [Think Python 中文第二版↗][Think Python]
    2.  [笨办法学 Python · 续 中文版][Python _ _]
    3.  [PythonSpot 中文系列教程][PythonSpot]
    4.  [PythonBasics 中文系列教程][PythonBasics]
    5.  [PythonGuru 中文系列教程][PythonGuru]
    6.  [Python 分布式计算↗][Python]
3.  JavaScript
    
    1.  [JavaScript 编程精解 中文第三版][JavaScript _]
    2.  [写给不耐烦程序员的 JavaScript][JavaScript]
4.  C
    
    1.  [笨办法学 C 中文版][C]
5.  PHP
    
    1.  [手把手教你写 PHP 协程扩展][PHP]
6.  Ruby
    
    1.  [我爱 Ruby][Ruby]
7.  综合
    
    1.  [TutorialsPoint 中文系列教程][TutorialsPoint]
    2.  [BeginnersBook 中文系列教程][BeginnersBook]
        
         *  [C 语言][C 1]／[C 语言示例][C 2]／[C++][C 3]／[数据库][Link 3]／[Java][Java 2]／[Java 示例][Java 3]／[Java IO][]
         *  [Java 字符串][Java 4]／[JSP][]／[JSTL][JSP]／[Kotlin][]／[MongoDB][]／[Perl][]／[Servlet][]
    3.  [ZetCode 中文系列教程][ZetCode]
        
         *  [数据库][Link 4]／[.NET][]／[图形][Link 5]／[GUI][]／[Java][Java 5]／[JavaScript][JavaScript 1]／[Kotlin][Kotlin 1]
         *  [其它][Link 6]／[PHP][PHP 1]／[Python][Python 1]／[Ruby][Ruby 1]／[Servlet][Servlet 1]／[Spring][Spring 1]／[Spring Boot][]／[Symfony][]
    4.  [Succinctly 中文系列教程][Succinctly]
    5.  [Programiz 中文系列教程][Programiz]
        
         *  [C 语言][C 4]／[C++][C 5]／[C\#][C 6]／[数据结构和算法][Link 7]／[Java][Java 6]／[Kotlin][Kotlin 2]／[Python][Python 2]／[Swift][]
    6.  [Guru99 中文系列教程][Guru99]
        
         *  [软件测试][Link 8]／[SAP][]／[必学教程][Link 9]

## 后端/大数据 ##

1.  [Spark 2.2.0 中文文档][Spark 2.2.0]
2.  [Storm 1.1.0 中文文档][Storm 1.1.0]
3.  [Kafka 1.0.0 中文文档][Kafka 1.0.0]
4.  [Beam 中文文档][Beam]
5.  [Zeppelin 0.7.2 中文文档][Zeppelin 0.7.2]
6.  [Elasticsearch 5.4 中文文档][Elasticsearch 5.4]
7.  [Kibana 5.2 中文文档][Kibana 5.2]
8.  [Kudu 1.4.0 中文文档][Kudu 1.4.0]
9.  [Spring Boot 1.5.2 中文文档][Spring Boot 1.5.2]
10. [Airflow 0.10.2 中文文档][Airflow 0.10.2]
11. [HBase 3.0 中文参考指南][HBase 3.0]
12. [Flink 1.7 中文文档][Flink 1.7]
13. [Django 1.8 中文文档][Django 1.8]
14. [Hudi 0.5 中文文档][Hudi 0.5]
15. [HighScalability 中文示例][HighScalability]

## 工具 ##

1.  Numpy 技术栈中文文档
    
    1.  [Numba 0.44 中文文档⭐][Numba 0.44]
    2.  [Cython 3.0 中文文档⭐][Cython 3.0]
2.  [Scapy 中文文档][Scapy]
3.  [笨办法学 Linux 中文版][Linux]
4.  [Git 中文参考][Git]
5.  [Scrapy 1.6 中文文档][Scrapy 1.6]
6.  [PyQt4 中文文档][PyQt4]
7.  [命令行的艺术][Link 10]
8.  [rpy2 2.8 中文文档][rpy2 2.8]
9.  [Learning Scrapy 中文版↗][Learning Scrapy]
10. [Gitlab 中文文档][Gitlab]

## 区块链 ##

1.  [Solidity 中文文档][Solidity]

## 数学笔记 ##

1.  MIT 公开课课本/笔记
    
    1.  [MIT 18.06 线性代数笔记↗][MIT 18.06]
    2.  [MIT 18.03 写给初学者的微积分][MIT 18.03]

## 数据科学文档 ##

1.  Numpy 技术栈中文文档
    
    1.  [NumPy 1.11 中文文档⭐][NumPy 1.11]
    2.  [Pandas 0.19.2 中文文档⭐][Pandas 0.19.2]
    3.  [Matplotlib 2.0 中文文档⭐][Matplotlib 2.0]
    4.  [statsmodels 中文文档⭐][statsmodels]
    5.  [seaborn 0.9 中文文档⭐][seaborn 0.9]
2.  [SimuPy 中文文档↗][SimuPy]

## 数据科学教程 ##

1.  斯坦福公开课课本/笔记
    
    1.  [斯坦福 STATS60 课本：21 世纪的统计思维⭐][STATS60 _21]
    2.  [斯坦福博弈论中文笔记⭐][Link 11]
2.  UCB 公开课课本/笔记
    
    1.  [UCB Data8 课本：计算与推断思维⭐][UCB Data8]
    2.  [UCB Prob140 课本：面向数据科学的概率论⭐][UCB Prob140]
    3.  [UCB DS100 课本：数据科学的原理与技巧⭐][UCB DS100]
3.  [ApacheCN 数据科学译文集⭐][ApacheCN]
4.  [复杂性思维 中文第二版][Link 12]
5.  [利用 Python 进行数据分析 · 第 2 版][Python _ _ _ 2]
6.  [fast.ai 数值线性代数讲义 v2][fast.ai _ v2]
7.  [Pandas Cookbook 带注释源码][Pandas Cookbook]
8.  [数据科学 IPython 笔记本][IPython]
9.  [UCSD COGS108 数据科学实战中文笔记][UCSD COGS108]
10. [USF MSDS501 计算数据科学中文讲义][USF MSDS501]
11. [数据可视化的基础知识][Link 13]
12. [Joyful Pandas↗][Joyful Pandas]

## CS 教程 ##

1.  [计算机公开课推荐⭐][Link 14]
2.  [LeetCode，HackRank，剑指 offer，经典算法实现（已停更）][LeetCode_HackRank_ offer]
3.  [GeeksForGeeks 翻译计划][GeeksForGeeks]
4.  UCB 公开课课本/笔记
    
    1.  [UCB CS61a 课本：SICP Python 描述⭐][UCB CS61a _SICP Python]
    2.  [UCB CS61b 课本：Java 中的数据结构⭐][UCB CS61b _Java]
5.  [UIUC CS241 系统编程中文讲义][UIUC CS241]
6.  [数据结构思维][Link 15]
7.  [操作系统思维][Link 16]
8.  [中国大学 MOOC 计算机操作系统笔记][MOOC]
9.  [简单数据结构实现][Link 17]
10. [司镜的数据结构课程（持续更新）][Link 18]
11. [从零编写简单的数据库][Link 19]

## AI 教程 ##

1.  AILearning - 机器学习实战⭐
    
     *  [文字教程][Link 20]／[教学版视频][Link 21]／[讨论版视频][Link 22]
2.  [AI 路线图（知识树）⭐][AI]
3.  [ApacheCN TensorFlow 译文集⭐][ApacheCN TensorFlow]
4.  [Sklearn 与 TensorFlow 机器学习实用指南第二版⭐↗][Sklearn _ TensorFlow]
5.  [Machine Learning Mastery 博客文章翻译⭐][Machine Learning Mastery]
    
     *  [应用机器学习][Link 23]／[Keras 深度学习][Keras]／[深度学习 NLP][NLP]／[深度学习时间序列][Link 24]／[线性代数][Link 25]／[LSTM][]
     *  [机器学习算法][Link 26]／[机器学习入门][Link 27]／[Sklearn][]／[统计学][Link 28]／[时间序列入门][Link 29]／[XGBoost][]
6.  斯坦福公开课课本/笔记
    
    1.  [斯坦福 CS229 机器学习中文笔记⭐↗][CS229]
    2.  [DeepLearning.ai 深度学习中文笔记⭐↗][DeepLearning.ai]
    3.  [斯坦福 CS224n 自然语言处理中文笔记⭐][CS224n]
    4.  [斯坦福 CS234 强化学习中文笔记⭐][CS234]
7.  UCB 公开课课本/笔记
    
    1.  [UCB CS294-112 深度强化学习中文笔记⭐↗][UCB CS294-112]
8.  [台湾大学林轩田机器学习笔记↗][Link 30]
9.  [Python 自然语言处理 中文第二版][Python _]
10. [Scikit-learn 秘籍][Scikit-learn]
11. [PythonProgramming.net 中文系列教程][PythonProgramming.net]
12. [写给人类的机器学习][Link 31]
13. [面向机器学习的特征工程][Link 32]
14. [Python 数据分析与挖掘实战（带注释源码）][Python 3]
15. [SciPyCon 2018 Sklearn 教程][SciPyCon 2018 Sklearn]
16. [TensorFlow 学习指南][TensorFlow]
17. [fast.ai 机器学习和深度学习中文笔记][fast.ai]
18. [HackCV 网站文章翻译][HackCV]
19. [数据科学和人工智能技术笔记][Link 33]
20. [Girls In AI：面向编程零基础女孩子的AI算法工程师养成计划⭐↗][Girls In AI_AI]
21. [南瓜书（西瓜书公式推导解析）↗][Link 34]
22. [Daily Interview - 人工智能面经↗][Daily Interview -]
23. [百页机器学习小书][Link 35]
24. [Natural Language Processing with PyTorch 中文版][Natural Language Processing with PyTorch]
25. [李宏毅机器学习笔记↗][Link 36]
26. [推荐系统遇上深度学习↗][Link 37]
27. [可解释的机器学习][Link 38]
28. [Python 机器学习在线指南][Python 4]

## AI 综述翻译计划 ##

1.  [图嵌入综述（Arxiv 1709.07604）][Arxiv 1709.07604]
2.  [基于深度学习的推荐系统：综述和新视角][Link 39]
3.  [关于卷积神经网络我们理解了什么][Link 40]
4.  [机器学习超级复习笔记][Link 41]

## AI 文档 ##

1.  Numpy 技术栈中文文档
    
    1.  [Sklearn 0.19 中文文档⭐][Sklearn 0.19]
2.  [PyTorch 0.2/0.3/0.4/1.0 中文文档和教程⭐][PyTorch 0.2_0.3_0.4_1.0]
3.  [XGBoost 中文文档][XGBoost 1]
4.  [LightGBM 中文文档][LightGBM]
5.  [FastText 中文文档][FastText]
6.  [Gensim 中文文档][Gensim]
7.  [OpenCV 4.0 中文文档][OpenCV 4.0]

## AI 比赛 ##

1.  [Interview：简历指南 + LeetCode + Kaggle⭐][Interview_ _ LeetCode _ Kaggle]
2.  [数据科学/人工智能比赛解决方案汇总][Link 42]
3.  [Kaggle 学习系列视频⭐][Kaggle]
4.  [数据科学比赛收集平台⭐↗][Link 43]

## 安全 ##

1.  [ApacheCN 网络安全译文集⭐][ApacheCN 1]
2.  [Web Hacking 101 中文版][Web Hacking 101]
3.  [米斯特白帽培训讲义][Link 44]
4.  [安卓应用安全指南 中文版][Link 45]
5.  [渗透测试实战第三版（红队版）↗][Link 46]
6.  [生成软件测试][Link 47]
7.  [CobaltStrike 4.0 中文用户手册↗][CobaltStrike 4.0]

## 其它 ##

1.  [ApacheCN 公众号历史文章][ApacheCN 2]
2.  [简历分享系列视频⭐][Link 48]
3.  [斯坦福 CS183 系列 / YC 创业课系列中文笔记⭐][CS183 _ _ YC]
    
     *  [CS183A 从零到一][CS183A]／[YC 2012][]／[CS183B][]／[YC 2013][]／[CS183C][]／[YC 2014 SV][]
     *  [YC 2014 NY][]／[YC 2014 EU][]／[YC 2016][]／[CS183F YC 2017][]／[YC 2018][]／[YC 2019][]
4.  [独立开发/自由职业/远程工作资源列表][Link 49]
5.  [通往财富自由之路精细笔记][Link 50]
6.  [5 分钟商学院精细笔记][5]
7.  [English - World Travel][]
8.  [Gainlo 面试指南][Gainlo]
9.  [Evil Huawei - 华为作过的恶↗][Evil Huawei -]
10. [iBooker 布客老实人报⭐][iBooker]
11. [程序媛计划：儿童性教育项目↗][Link 51]
12. [环材化生劝退计划][Link 52]
13. [ZhangYi 的博客文章↗][ZhangYi]

## **组织介绍** ##

> 我们是布客（iBooker），一个大型开源社区、自媒体和网赚社区，旗下 QQ 群共一万余人，订阅用户至少一万人。Github Star 数量超过 60k 个，在所有 Github 组织中[排名前 100][100]。旗下所有网站日 uip 超过 4k，[Alexa 排名的峰值为 20k][Alexa _ 20k]。我们的核心成员拥有[ CSDN 博客专家][CSDN]和[简书程序员优秀作者][Link 53]认证。我们建立了公益性文档和教程翻译项目 [ApacheCN][ApacheCN 3]。
> 
> 与商业组织不同，我们并不会追逐热点，或者唯利是图。作为公益组织，我们将完成项目放在首要位置，并有足够时间把项目打磨到极致。我们希望做出广大 AI 爱好者和个人开发者真正需要的东西，打造真正有价值的长尾作品。
> 
> 我们要感谢 [Datawhale][]、[AI 有道][AI 1]、[黄海广博士][Link 54]、[PythonChina][]、[苍海国际][Link 55]、[黑客派][Link 56]、[GirlsInAI][]、[DataSciComp][]、[SeanCheney][]、[AI 科技大本营][AI 2]、[BiliDrive][]、[FlyAI][]、[Tesra][] 的创意和支持。

*  [主页：apachecn.org][apachecn.org]
 *  [导航：docs.apachecn.org][docs.apachecn.org]
 *  [知识星球：iBooker 布客][iBooker 1]
 *  [看云：@ApacheCN][ApacheCN 4]
 *  [语雀：@ApacheCN][ApacheCN 5]
 *  代码仓库
    
     *  [Github：@ApacheCN][ApacheCN 3]
     *  [Gitee：@ApacheCN][Gitee_ApacheCN]
     *  [CodeChina：@ApacheCN][CodeChina_ApacheCN]
 *  自媒体平台
    
     *  [微博：@ApacheCN][ApacheCN 6]
     *  [知乎专栏：AILearning][AILearning]
     *  [公众号：ApacheCN][ApacheCN 7]
     *  [CSDN][CSDN 1]／[博客园][Link 57]／[OSChina][]／[SF][]／[掘金][Link 58]
     *  [简书][Link 59]／[搜狐号][Link 60]／[头条号][Link 61]／[bilibili][]
 *  **We are ApacheCN Open Source Organization, not ASF! We are fans of AI, and have no relationship with ASF!**
 *  合作 or 侵权，请联系 [apachecn@163.com][apachecn_163.com] | 请抄送一份到 [wizard.z@foxmail.com][wizard.z_foxmail.com]

![ibooker_zsxq_qr_l.jpg][]

## **赞助我们** ##

通过平台自带的打赏功能，或[点击这里][Link 62]。

[CDNDrive]: https://github.com/apachecn/CDNDrive
[Link 1]: https://docs.apachecn.org/join
[Link 2]: https://github.com/apachecn/awesome-article-recomm
[On Java 8 _Java]: https://github.com/LingCoder/OnJava8?utm_source=home
[Effective Java]: https://github.com/apachecn/effective-java-3rd-chinese?utm_source=home
[Java]: https://github.com/apachecn/thinking-in-java-zh?utm_source=home
[Java 8]: https://github.com/apachecn/modern-java-zh?utm_source=home
[Java _ 0_1]: https://javaee.strivebo.com?utm_source=home
[Java8]: https://github.com/apachecn/java8-tut-zh?utm_source=home
[JavaTutorialNetwork]: https://github.com/apachecn/jtn-zh?utm_source=home
[HowToDoInJava]: https://github.com/apachecn/howtodoinjava-zh?utm_source=home
[Spring]: https://github.com/apachecn/howtodoinjava-zh/blob/master/docs/spring?utm_source=home
[Java 1]: https://github.com/apachecn/howtodoinjava-zh/blob/master/docs/java?utm_source=home
[1]: https://github.com/apachecn/howtodoinjava-zh/blob/master/docs/misc1?utm_source=home
[2]: https://github.com/apachecn/howtodoinjava-zh/blob/master/docs/misc2?utm_source=home
[JavaBeginnersTutorial]: https://github.com/apachecn/jbt-zh?utm_source=home
[Think Python]: https://github.com/apachecn/think-py-2e-zh?utm_source=home
[Python _ _]: https://github.com/apachecn/lmpythw-zh?utm_source=home
[PythonSpot]: https://github.com/apachecn/pythonspot-zh?utm_source=home
[PythonBasics]: https://github.com/apachecn/pythonbasics-zh?utm_source=home
[PythonGuru]: https://github.com/apachecn/pythonguru-zh?utm_source=home
[Python]: https://www.jianshu.com/c/1bf7cf31175f?utm_source=home
[JavaScript _]: https://github.com/apachecn/eloquent-js-3e-zh?utm_source=home
[JavaScript]: https://github.com/apachecn/impatient-js-zh?utm_source=home
[C]: https://github.com/apachecn/lcthw-zh?utm_source=home
[PHP]: https://github.com/apachecn/study?utm_source=home
[Ruby]: https://github.com/apachecn/iloveruby-zh?utm_source=home
[TutorialsPoint]: https://github.com/apachecn/tutorialspoint-ebooks-zh?utm_source=home
[BeginnersBook]: https://github.com/apachecn/beginnersbook-zh?utm_source=home
[C 1]: https://github.com/apachecn/beginnersbook-zh/blob/master/docs/c?utm_source=home
[C 2]: https://github.com/apachecn/beginnersbook-zh/blob/master/docs/c-example?utm_source=home
[C 3]: https://github.com/apachecn/beginnersbook-zh/blob/master/docs/cpp?utm_source=home
[Link 3]: https://github.com/apachecn/beginnersbook-zh/blob/master/docs/dbms?utm_source=home
[Java 2]: https://github.com/apachecn/beginnersbook-zh/blob/master/docs/java?utm_source=home
[Java 3]: https://github.com/apachecn/beginnersbook-zh/blob/master/docs/java-example?utm_source=home
[Java IO]: https://github.com/apachecn/beginnersbook-zh/blob/master/docs/java-io?utm_source=home
[Java 4]: https://github.com/apachecn/beginnersbook-zh/blob/master/docs/java-string?utm_source=home
[JSP]: https://github.com/apachecn/beginnersbook-zh/blob/master/docs/jsp?utm_source=home
[Kotlin]: https://github.com/apachecn/beginnersbook-zh/blob/master/docs/kotlin?utm_source=home
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[Link 55]: https://www.258ch.com/
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[Gitee_ApacheCN]: https://gitee.com/apachecn
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[Link 58]: https://juejin.im/user/57960af3128fe10056c637e4/posts
[Link 59]: https://www.jianshu.com/c/4ee721d0c474
[Link 60]: https://mp.sohu.com/profile?xpt=NDhjYmViMzMtZWE2Yi00NTlmLWE3OTQtY2FjNjIwNDBlZDJl
[Link 61]: https://www.toutiao.com/c/user/3901644178/
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