Python data analysis education
Chinese translation and study notes for the 2nd edition of 'Python for Data Analysis'.
Solves the same problem with a different architecture or at a different layer. Expect to rewrite the integration.
English handbook covering broader data science, choose if you read English and want NumPy/Pandas/Scikit-Learn together.
Python Data Science Handbook: full text in Jupyter Notebooks
English project-based pandas book, choose if you read English and want a structured hands-on course.
Materials for following along with Hands-On Data Analysis with Pandas.
An earlier or more limited way to do the job. Still the right call when you need something small, proven, or CPU-only.
Older Chinese translation of the same book, choose if you want the exact 2nd edition text and don't mind staleness.
:book: [译] 利用 Python 进行数据分析 · 第 2 版
Outdated Chinese notes for the same book, usable if you need the original translation and don't require maintenance.
利用Python进行数据分析 第二版 (2017) 中文翻译笔记
Pandas-only puzzle exercises, choose if you prefer learning by solving short challenges over a full book.
100 data puzzles for pandas, ranging from short and simple to super tricky (60% complete)
Older English case-study book, choose if you prefer applied projects and don't mind outdated tool versions.
A Case Study Approach to Successful Data Science Projects Using Python, Pandas, and Scikit-Learn
Older Chinese pandas tutorial, choose if you want a free Chinese text focused solely on pandas.
pandas中文教程
Older Chinese pandas tutorial, choose for a concise Chinese introduction to pandas.
适合初级到中级晋升者，有了体系之后就看熟练度了。
These projects were analysed and named python_for_data_analysis_2nd_chinese_version among their alternatives. The relationship is not symmetric — how python_for_data_analysis_2nd_chinese_version rates them is a separate judgement, made when python_for_data_analysis_2nd_chinese_version is analysed in its own right.
calls python_for_data_analysis_2nd_chinese_version “Chinese translation of Python for Data Analysis; a comparable data-wrangling book, but different authors and language”
Python Data Science Handbook: full text in Jupyter Notebooks