# python-data-science-cheatsheet

**Repository Path**: lduml/python-data-science-cheatsheet

## Basic Information

- **Project Name**: python-data-science-cheatsheet
- **Description**: https://github.com/jaystone776/python-data-science-cheatsheet
- **Primary Language**: Unknown
- **License**: Not specified
- **Default Branch**: master
- **Homepage**: None
- **GVP Project**: No

## Statistics

- **Stars**: 0
- **Forks**: 1
- **Created**: 2020-03-30
- **Last Updated**: 2021-05-02

## Categories & Tags

**Categories**: Uncategorized

**Tags**: None

## README

# 14张速查表，带你玩转 Python 数据科学
译自 DataCamp 的速查表，有兴趣的朋友可以在这里查看[英文原版](https://www.datacamp.com/community/data-science-cheatsheets)。

欢迎扫描二维码关注我的 **呆鸟的Python数据分析** 公众号，虽然现在内容还比较少，但我会不断增加的。

![呆鸟的Python数据分析](https://upload-images.jianshu.io/upload_images/3240514-6a4349fff3b8b019.jpg?imageMogr2/auto-orient/strip%7CimageView2/2/w/1240)

一、[Python 基础系列](https://www.jianshu.com/p/4574d95755db)

* [Python数据科学速查表 - Python 基础](https://github.com/jaystone776/python-data-science-cheatsheet/blob/master/Python数据科学速查表%20-%20Python%20基础.pdf)
![Python数据科学速查表 - Python 基础](https://upload-images.jianshu.io/upload_images/3240514-a4268e27432411b0.png?imageMogr2/auto-orient/strip%7CimageView2/2/w/1240)

* [Python数据科学速查表 - 导入数据](https://github.com/jaystone776/python-data-science-cheatsheet/blob/master/Python数据科学速查表%20-%20导入数据.pdf)
![Python数据科学速查表 - 导入数据](https://upload-images.jianshu.io/upload_images/3240514-d2b38f138e127333.png?imageMogr2/auto-orient/strip%7CimageView2/2/w/1240)

* [Python数据科学速查表 - Jupyter Notebook](https://github.com/jaystone776/python-data-science-cheatsheet/blob/master/Python%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E9%80%9F%E6%9F%A5%E8%A1%A8%20-%20Jupyter%20Notebook.pdf)
![Python数据科学速查表 - Jupyter Notebook](https://upload-images.jianshu.io/upload_images/3240514-111052b862105515.png?imageMogr2/auto-orient/strip%7CimageView2/2/w/1240)

二、[数据处理系列（Numpy、Pandas 及 SciPy）](https://www.jianshu.com/p/8d51642dfa26)

* [Python数据科学速查表 - Numpy 基础](https://github.com/jaystone776/python-data-science-cheatsheet/blob/master/Python数据科学速查表%20-%20Numpy%20基础.pdf)
![Python数据科学速查表 - Numpy 基础](https://upload-images.jianshu.io/upload_images/3240514-811ca5b168b84a75.png?imageMogr2/auto-orient/strip%7CimageView2/2/w/1240)

* [Python数据科学速查表 - Pandas 基础](https://github.com/jaystone776/python-data-science-cheatsheet/blob/master/Python数据科学速查表%20-%20Pandas%20基础.pdf)
![Python数据科学速查表 - Pandas 基础](https://upload-images.jianshu.io/upload_images/3240514-0711ea1cb1d1fcee.png?imageMogr2/auto-orient/strip%7CimageView2/2/w/1240)

* [Python数据科学速查表 -  Pandas 进阶](https://github.com/jaystone776/python-data-science-cheatsheet/blob/master/Python数据科学速查表%20-%20Pandas%20进阶.pdf)
![Python数据科学速查表 -  Pandas 进阶](https://upload-images.jianshu.io/upload_images/3240514-475cfa9174303f60.png?imageMogr2/auto-orient/strip%7CimageView2/2/w/1240)

*  [Python数据科学速查表 -  SciPy](https://github.com/jaystone776/python-data-science-cheatsheet/blob/master/Python%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E9%80%9F%E6%9F%A5%E8%A1%A8%20-%20SciPy.pdf)
![Python数据科学速查表 -  SciPy](https://upload-images.jianshu.io/upload_images/3240514-fc9fa2b69a820041.png?imageMogr2/auto-orient/strip%7CimageView2/2/w/1240)

三、[可视化系列（Matplotlib、Bokeh、Seaborn）](https://www.jianshu.com/p/7e186d43d7f1)

* [Python数据科学速查表 - Matplotlib](https://github.com/jaystone776/python-data-science-cheatsheet/blob/master/Python数据科学速查表%20-%20Matplotlib%20绘图.pdf)
![Python数据科学速查表 - Matplotlib](https://upload-images.jianshu.io/upload_images/3240514-9c57bcf33113cf98.png?imageMogr2/auto-orient/strip%7CimageView2/2/w/1240)

* [Python数据科学速查表 - Bokeh](https://github.com/jaystone776/python-data-science-cheatsheet/blob/master/Python数据科学速查表%20-%20Bokeh.pdf)
![Python数据科学速查表 - Bokeh](https://upload-images.jianshu.io/upload_images/3240514-d87990f4a3f7f0ae.png?imageMogr2/auto-orient/strip%7CimageView2/2/w/1240)

* [Python数据科学速查表 - Seaborn](https://github.com/jaystone776/python-data-science-cheatsheet/blob/master/Python%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E9%80%9F%E6%9F%A5%E8%A1%A8%20-%20Seaborn.pdf)
![Python数据科学速查表 - Seaborn](https://upload-images.jianshu.io/upload_images/3240514-1c2f56b96f841421.png?imageMogr2/auto-orient/strip%7CimageView2/2/w/1240)

四、[机器学习系列（Keras、Scikit-learn）](https://www.jianshu.com/p/cba49ff5fc97)

* [Python数据科学速查表 - Keras](https://github.com/jaystone776/python-data-science-cheatsheet/blob/master/Python数据科学速查表%20-%20Keras.pdf)
![Python数据科学速查表 - Keras](https://upload-images.jianshu.io/upload_images/3240514-ea9657c97b5e0d19.png?imageMogr2/auto-orient/strip%7CimageView2/2/w/1240)

* [Python数据科学速查表 - Scikit-learn](https://github.com/jaystone776/python-data-science-cheatsheet/blob/master/Python%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E9%80%9F%E6%9F%A5%E8%A1%A8%20-%20Scikit-Learn.pdf)
![Python数据科学速查表 - Scikit-learn](https://upload-images.jianshu.io/upload_images/3240514-b8cbecb3a9194b71.png?imageMogr2/auto-orient/strip%7CimageView2/2/w/1240)

五、[PySpark系列（SQL与RDD）](https://www.jianshu.com/p/7dea578c56d8)

* [Python数据科学速查表 - Spark SQL 基础](https://github.com/jaystone776/python-data-science-cheatsheet/blob/master/Python%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E9%80%9F%E6%9F%A5%E8%A1%A8%20-%20Spark%20SQL%20%E5%9F%BA%E7%A1%80.pdf)
![pyspark.png](https://upload-images.jianshu.io/upload_images/3240514-32909e63b67c0837.png?imageMogr2/auto-orient/strip%7CimageView2/2/w/1240)

* [Python数据科学速查表 - Spark RDD 基础](https://github.com/jaystone776/python-data-science-cheatsheet/blob/master/Python%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E9%80%9F%E6%9F%A5%E8%A1%A8%20-%20Spark%20RDD%20%E5%9F%BA%E7%A1%80.pdf)
![RDD.png](https://upload-images.jianshu.io/upload_images/3240514-43308e4ca89d8699.png?imageMogr2/auto-orient/strip%7CimageView2/2/w/1240)

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感谢**天善智能**的**Python爱好者社区**公众号一直以来对我的支持，这里也大力推荐，是我学习入门 Python 数据分析入门的引路者，欢迎关注！

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