Python: NumPy, Pandas学习资料

NumPy 学习资料

书籍

• NumPy Cookbook_[Idris2012]
• NumPy Beginner’s Guide,3rd_[Idris2015]
  • Python数据分析基础教程：NumPy学习指南（第2版）

网络资料

• 100 Numpy Exercises
• Pandas Exercises
• accompany “Pandas for Everyone”
• 菜鸟教程：NumPy教程
• NumPy Documentation
• NumPy 中文文档

Pandas 学习资料

书籍

• Pandas for Everyone: Python Data Analysis_[Chen2018]
• Pandas Cookbook: Recipes for Scientific Computing, Time Series Analysis and Data Visualization using Python_[Petrou2017]
• pandas: powerful Python data analysis toolkit
• Mastering Pandas for Finance_[Heydt2015]
• Python for Data Analysis: Data Wrangling with Pandas, NumPy, and IPython,2nd_[Mckinney2017]
  • 利用Python进行数据分析[McKinney唐学韬2013]
• Python Data Science Handbook: Essential Tools for Working with Data_[VanderPlas2017]
• Python Data Analytics: With Pandas, NumPy, and Matplotlib,2nd_[Nelli2018]
• Data Science Projects with Python: A case study approach to successful data science projects using Python, pandas, and scikit-learn_[Klosterman2019]
• Python For Data Analysis: Master the Basics of Data Analysis in Python Using Numpy, Pandas and IPython_[Burns2019]

网络资料

• Pandas 中文文档

图形

• Matplotlib 中文文档
• Seaborn中文文档
• Seaborn网站

GIT

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