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Title: GitHub - benjaminas2018/PythonDataScience-Collections: 最全数据分析资料汇总（含python、爬虫、数据库、大数据、tableau、统计学等）

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Open Graph Description: 最全数据分析资料汇总（含python、爬虫、数据库、大数据、tableau、统计学等）. Contribute to benjaminas2018/PythonDataScience-Collections development by creating an account on GitHub.

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一、Python基础https://patch-diff.githubusercontent.com/benjaminas2018/PythonDataScience-Collections#%E4%B8%80python%E5%9F%BA%E7%A1%80
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https://patch-diff.githubusercontent.com/benjaminas2018/PythonDataScience-Collections#一python基础
Python简明教程（Python3）https://bop.mol.uno/
Python3.7.4官方中文文档https://docs.python.org/zh-cn/3/tutorial/index.html
Python标准库中文版https://docs.python.org/zh-cn/3/library/index.html#library-index
廖雪峰 Python 3 中文教程http://www.liaoxuefeng.com/wiki/0014316089557264a6b348958f449949df42a6d3a2e542c000
Python 3.3 官方教程中文版http://www.pythondoc.com/pythontutorial3/index.html
Python3 Cookbook 中文版https://python3-cookbook.readthedocs.io/zh_CN/latest/
IPython CookBook 英文版https://ipython-books.github.io/
笨办法学 Pythonhttp://old.sebug.net/paper/books/LearnPythonTheHardWay/
PDFhttp://liam0205.me/attachment/Python/PyHardWay/Learn_Python_The_Hard_Way_zh-cn.pdf
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Python 核心编程 第二版 中文https://wizardforcel.gitbooks.io/core-python-2e/content/
菜鸟教程 Python3基础https://www.runoob.com/python3/python3-tutorial.html
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中文 Python 笔记https://github.com/lijin-THU/notes-python
莫烦python教程https://morvanzhou.github.io/
The Hitchhiker's Guide to Pythonhttps://docs.python-guide.org/
草根学 Pythonhttps://github.com/TwoWater/Python
Python从入门到精通教程 视频（600集）https://www.bilibili.com/video/av14184325/
Kaggle Python基础学习（英文）https://www.kaggle.com/learn/python
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https://patch-diff.githubusercontent.com/benjaminas2018/PythonDataScience-Collections#二python资源
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Awesome Python Applications 酷炫Python小应用https://github.com/mahmoud/awesome-python-applications
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Python3网络爬虫实战https://github.com/Jack-Cherish/python-spider
有趣的Python爬虫和Python数据分析小项目https://github.com/Alfred1984/interesting-python
Python入门爬虫https://github.com/lining0806/PythonSpiderNotes
Requests 英文文档https://2.python-requests.org/en/master/
Requests 中文文档https://2.python-requests.org//zh_CN/latest/
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Scrapy 中文文档https://scrapy-chs.readthedocs.io/zh_CN/0.24/
Pyspider 英文文档http://docs.pyspider.org/en/latest/
BeautifulSoup中文文档https://www.crummy.com/software/BeautifulSoup/bs4/doc.zh/
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selenium中文文档https://selenium-python-zh.readthedocs.io/en/latest/
https://patch-diff.githubusercontent.com/benjaminas2018/PythonDataScience-Collections#四python可视化
seaborn 英文文档http://seaborn.pydata.org/
seaborn 中文文档https://seaborn.apachecn.org/#/
matplotlib 英文文档https://matplotlib.org/
matplotlib 中文文档（官方）https://www.matplotlib.org.cn/
matplotlib 中文文档https://wizardforcel.gitbooks.io/matplotlib-user-guide/content/
pyecharts 中文文档（官方）https://pyecharts.org/#/zh-cn/intro
plotly绘图官方教程 英文文档https://plot.ly/python/
bokeh动态可视化教程 英文文档https://bokeh.pydata.org/en/latest/
https://patch-diff.githubusercontent.com/benjaminas2018/PythonDataScience-Collections#五python数据分析
pandas 英文文档http://pandas.pydata.org/
pandas 中文文档（官方）https://www.pypandas.cn/
pandas 中文文档（非官方）http://pandas.apachecn.org/
利用python进行数据分析 第二版（中文）https://github.com/apachecn/pyda-2e-zh
numpy 英文文档http://www.numpy.org/
numpy中文文档（官方）https://www.numpy.org.cn/
numpy 中文文档（非官方）http://numpy.apachecn.org/
numpy 100 练习题https://github.com/rougier/numpy-100
python科学计算笔记（英文）https://github.com/jrjohansson/scientific-python-lectures
数据科学速查表（英文）https://github.com/FavioVazquez/ds-cheatsheets
python data science handbook（python数据科学手册）https://jakevdp.github.io/PythonDataScienceHandbook/
data science python notebook（数据科学python笔记）https://github.com/donnemartin/data-science-ipython-notebooks
https://patch-diff.githubusercontent.com/benjaminas2018/PythonDataScience-Collections#六python机器学习
AI Learning 机器学习实战 中文（GitHub 15000星）https://github.com/apachecn/AiLearning
data-science-ipython-notebookshttps://github.com/donnemartin/data-science-ipython-notebooks
Kaggle 机器学习基础学习https://www.kaggle.com/learn/overview
动手学深度学习http://zh.d2l.ai/index.html
scikit-learn 英文文档https://scikit-learn.org/stable/
scikit-learn 中文文档http://sklearn.apachecn.org/#/
xgboost 中文文档https://xgboost.apachecn.org/#/
pytorch中文网https://www.pytorchtutorial.com/
machine learning mastery 博客（英文）https://machinelearningmastery.com/
机器学习笔记 英文https://github.com/ageron/handson-ml
面向机器学习的特征工程http://fe4ml.apachecn.org/#/
keras英文文档https://keras.io/
keras中文文档https://keras.io/zh/
TensorFlow Exampleshttps://github.com/aymericdamien/TensorFlow-Examples
面试-机器学习算法试题及讲解（中文）https://github.com/imhuay/Algorithm_Interview_Notes-Chinese
机器学习100天练习（英文）https://github.com/Avik-Jain/100-Days-Of-ML-Code
机器学习100天练习（中文）https://github.com/MLEveryday/100-Days-Of-ML-Code
吴恩达-机器学习 视频（b站）https://www.bilibili.com/video/av9912938?from=search&seid=11914534456869662293
机器学习算法基础 视频（b站）https://www.bilibili.com/video/av37947862?from=search&seid=11914534456869662293
吴恩达-神经网络和深度学习 视频（b站）https://www.bilibili.com/video/av34661735?from=search&seid=9109291334133521229
李飞飞-深度学习与计算机视觉 视频（b站）https://www.bilibili.com/video/av17741845?from=search&seid=9109291334133521229
kaggle等数据比赛TOP解决方案集合https://github.com/Smilexuhc/Data-Competition-TopSolution
机器学习·深度学习·NLP 面试基础知识https://github.com/NLP-LOVE/ML-NLP
https://patch-diff.githubusercontent.com/benjaminas2018/PythonDataScience-Collections#七数据库
21分钟MySQL入门教程http://www.cnblogs.com/mr-wid/archive/2013/05/09/3068229.html
W3cschool SQL基础教程http://www.w3school.com.cn/sql/index.asp
菜鸟教程 SQL基础https://www.runoob.com/sql/sql-intro.html
易百教程 SQL基础https://www.yiibai.com/sql/
廖雪峰SQL教程https://www.liaoxuefeng.com/wiki/1177760294764384
SQL在线手册http://www.esk365.com/zxsc/datebase/sql/
SQL 在线速查手册https://www.w3xue.com/manual/sql/
PL/SQL教程https://www.oraclejsq.com/plsql/010200446.html
PL/SQL中文教程https://plsql-tutorial.com/zh-CN/
Oracle SQL Developer 入门https://www.oracle.com/ocom/groups/public/@otn/documents/webcontent/229078_zhs.htm
MySQL 5.1参考中文手册http://download.nust.na/pub6/mysql/doc/refman/5.1/zh/index.html
SQL 手册（github ）https://github.com/apache/incubator-doris/wiki/Sql-Reference
Oracle SQL 语言文档https://www.oracle.com/technetwork/cn/database/database-technologies/sql/documentation/index.html
SQL reference英文http://doris.apache.org/guides/sql_reference.html
MySQL索引背后的数据结构及算法原理http://blog.codinglabs.org/articles/theory-of-mysql-index.html
PostgreSQL 9.5.3 中文文档http://www.postgres.cn/docs/9.5/index.html
NoSQL数据库笔谈http://old.sebug.net/paper/databases/nosql/Nosql.html
The Little MongoDB Bookhttps://github.com/justinyhuang/the-little-mongodb-book-cn/blob/master/mongodb.md
The Little Redis Bookhttps://github.com/JasonLai256/the-little-redis-book/blob/master/cn/redis.md
Apache Spark 设计与实现https://github.com/JerryLead/SparkInternals/tree/master/markdown
Kaggle SQL学习（英文）https://www.kaggle.com/learn/intro-to-sql
https://patch-diff.githubusercontent.com/benjaminas2018/PythonDataScience-Collections#八tableau
Tableau官方学习平台（含视频、文档）https://www.tableau.com/zh-cn/learn
Tableau社区https://public.tableau.com/s/?_ga=2.71823507.1676038997.1560873286-1514687749.1560873286
Tableau作品精选Vizhttps://public.tableau.com/s/gallery
Tableau教程_w3cschoolhttps://www.w3cschool.cn/tableau/
Tableau教程- W3xuehttps://www.w3xue.com/soft/tableau/
Tableau中文手册http://www.kubiji.cn/book/tableau/
Tableau官网视频培训教材 英文版（b站）https://www.bilibili.com/video/av17433768?from=search&seid=18433794970164707199
Tableau官网视频培训教材 中文版（b站）https://www.bilibili.com/video/av57762618?from=search&seid=18433794970164707199
Tableau 14天入门训练营 （b站）https://www.bilibili.com/video/av57932052?from=search&seid=18433794970164707199
Tableau商业智能与可视化应用实战（b站）https://www.bilibili.com/video/av45663036?from=search&seid=18433794970164707199
如何学习tableau？https://www.zhihu.com/question/29478254
MakeOver Monday(Tablea作品集)http://www.doc88.com/p-9969131399830.html
Tableau制作小案例https://mp.weixin.qq.com/s/UlB_D6UMgshQ4jquG_UTuA
iconfont（图标库，可用于dash board制作）https://www.iconfont.cn/?spm=a313x.7781069.1998910419.d4d0a486a
https://patch-diff.githubusercontent.com/benjaminas2018/PythonDataScience-Collections#九大数据
spark 中文文档http://spark.apachecn.org/#/
kafka 中文文档http://kafka.apachecn.org/
hbase 中文文档http://hbase.apachecn.org/#/
flink官网https://flink.apache.org/zh/
flink 中文文档https://flink.apachecn.org/docs/1.7-SNAPSHOT/#/
Hive 英文文档https://hive.apache.org/
Hive 中文教程https://www.docs4dev.com/docs/zh/apache-hive/3.1.1/reference/Home.html
Spark 编程指南简体中文版https://aiyanbo.gitbooks.io/spark-programming-guide-zh-cn/content/
Scala 英文文档https://docs.scala-lang.org/
Scala 中文文档https://docs.scala-lang.org/zh-cn/overviews/
Scala Tutorial 中文版https://www.scala-lang.org/docu/files/ScalaTutorial-zh_CN.pdf
Scala 菜鸟教程https://www.runoob.com/scala/scala-tutorial.html
Scala w3cschool教程https://www.w3cschool.cn/scala/
https://patch-diff.githubusercontent.com/benjaminas2018/PythonDataScience-Collections#十数理统计知识
麻省理工公开课-线性代数http://open.163.com/special/opencourse/daishu.html
可汗学院公开课：线性代数http://open.163.com/special/Khan/linearalgebra.html
同济大学公开课：线性代数http://open.163.com/movie/2019/4/9/M/MEC1UPOHH_MEC1USS9M.html
山东大学MOOC-线性代数https://www.icourse163.org/course/sdu-55001
线性代数讲义 - 华东师范大学数学系http://math.ecnu.edu.cn/~hryuan/preprint/la.pdf
线性代数-北京大学出版社http://www.pup.cn/ztpage/gzgz/PDF/book/%E9%AB%98%E8%81%8C%E6%95%B0%E5%AD%A6/13.%E7%BA%BF%E6%80%A7%E4%BB%A3%E6%95%B0.pdf
线性代数-维基百科https://link.juejin.im/?target=https%3A%2F%2Fen.wikipedia.org%2Fwiki%2FLinear_algebra
MIT-18.06-线性代数-完整笔记https://github.com/apachecn/18.06-linalg-notes
两小时讲完线性代数https://www.bilibili.com/video/av7564112?from=search&seid=10663434405036315716
矩阵编码：线性代数在计算机科学中的应用http://codingthematrix.com/
线性代数应用-戴维森学院https://www.edx.org/course/applications-linear-algebra-part-1-davidsonx-d003x-1
可汗学院公开课：统计学http://open.163.com/special/Khan/khstatistics.html
加利福尼亚大学伯克利分校公开课：统计学http://open.163.com/movie/2017/5/0/8/MCJQECVBF_MCJSVSQ08.html
浙江大学公开课：概率论与数理统计http://open.163.com/movie/2019/4/R/6/MEC1U20OT_MEC1U8MR6.html
可汗学院公开课：概率http://open.163.com/special/Khan/probability.html
概率论与数理统计-重庆大学公开课http://www.xuetangx.com/courses/course-v1:CQU+MATH20041X+2018_T2/about
概率论与数理统计-北京大学公开课https://www.bilibili.com/video/av34021718/
概率论与数理统计-中科大公开课https://www.bilibili.com/video/av3781284/
商务与经济统计-北师大公开课http://www.icourse163.org/course/BNU-1003604001
哈佛大学统计学110讲稿http://projects.iq.harvard.edu/stat110/youtube
概率论和统计学https://www.khanacademy.org/math/probability
麻省理工学院公开课：微积分重点http://open.163.com/special/opencourse/weijifen.html
清华大学微积分主讲-刘坤林https://www.bilibili.com/video/av29845488/
微积分-浙江大学https://www.bilibili.com/video/av39156411?from=search&seid=11125098883390790554
麻省理工学院公开课：多变量微积分http://open.163.com/special/opencourse/multivariable.html
可汗学院公开课：微积分预备http://open.163.com/special/Khan/precalculus.html
麻省理工学院公开课：单变量微积分http://open.163.com/special/sp/singlevariablecalculus.html
HACC公开课：微积分1http://open.163.com/movie/2018/12/0/H/ME19860FO_ME1AUHF0H.html
HACC公开课：微积分IIhttp://open.163.com/movie/2018/12/1/S/ME2SKV6B0_ME2UJ1G1S.html
数学分析讲义 - 南京大学数学系http://math.nju.edu.cn/~meijq/calculus/notes.pdf
7天搞定微积分http://www.rsqdz.net:907/upload/userfile/naturalism/shuxue/7%E5%A4%A9%E6%90%9E%E5%AE%9A%E5%BE%AE%E7%A7%AF%E5%88%86.%E6%9D%8E%E5%B7%A7%E4%B8%BD.%E6%89%AB%E6%8F%8F%E7%89%88.pdf
托马斯微积分https://github.com/gnuhub/books-1/blob/master/%E6%95%B0%E5%AD%A6%E2%97%8F%E5%9F%BA%E7%A1%80%E6%95%B0%E5%AD%A6%E2%97%8F%E6%95%B0%E5%AD%A6%E5%88%86%E6%9E%90/%E6%89%98%E9%A9%AC%E6%96%AF%E5%BE%AE%E7%A7%AF%E5%88%86.pdf
https://patch-diff.githubusercontent.com/benjaminas2018/PythonDataScience-Collections#十一量化
Python量化投资https://www.lizenghai.com/
https://patch-diff.githubusercontent.com/benjaminas2018/PythonDataScience-Collections#十一数据集接口
sklearn自带数据集https://scikit-learn.org/stable/modules/classes.html?highlight=dataset#module-sklearn.datasets
kaggle数据集https://www.kaggle.com/datasets
UCI数据集https://archive.ics.uci.edu/ml/datasets.php
科赛网数据集https://www.kesci.com/home/dataset
tushare财经股票基金数据接口http://tushare.org/
akshare财经股票基金数据接口https://akshare.readthedocs.io/zh_CN/latest/
baostock财经股票基金数据接口http://baostock.com/baostock/index.php/%E9%A6%96%E9%A1%B5
https://patch-diff.githubusercontent.com/benjaminas2018/PythonDataScience-Collections#十二地理信息分析
geoplot地理空间可视化官方文档https://residentmario.github.io/geoplot/index.html
folium地图可视化官方文档https://python-visualization.github.io/folium/
geopandas地理空间数据处理官方文档https://geopandas.org/
cartopy地理空间可视化官方文档https://scitools.org.uk/cartopy/docs/latest/
zhuanlan.zhihu.com/p/69869004https://zhuanlan.zhihu.com/p/69869004
Readme https://patch-diff.githubusercontent.com/benjaminas2018/PythonDataScience-Collections#readme-ov-file
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