Python学习资料存档

zxl19 2023-03-30

我的Python学习资料存档，主要包括对于Python基础语法以及常用库的学习，目的是能够使用Python处理数据。

基础教程

  1. Python基础教程-菜鸟教程
  2. Python教程-廖雪峰的官方网站
  3. Python Cheatsheet
  4. gto76/python-cheatsheet
  5. trekhleb/learn-python
  6. crazyguitar/pysheeet
  7. wilfredinni/python-cheatsheet
  8. TheAlgorithms/Python
  9. TommyZihao/zihaopython
  10. AllAlgorithms/python

速查表

合集

  1. FavioVazquez/ds-cheatsheets
  2. kailashahirwar/cheatsheets-ai
  3. jaystone776/python-data-science-cheatsheet
  4. georgearun/Data-Science–Cheat-Sheet
  5. IPGP/scientific_python_cheat_sheet

DataCamp: Python For Data Science Cheat Sheet

  1. Python Cheat Sheet
  2. Python Basics
  3. NumPy Basics
  4. SciPy-Linear Algebra
  5. Scikit-Learn
  6. Keras
  7. Pandas Basics
  8. Pandas
  9. Importing Data
  10. Matplotlib
  11. Seaborn
  12. Bokeh
  13. PySpark-RDD Basics
  14. PySpark-SQL Basics
  15. Jupyter Notebook

书籍

  1. A Byte of Python
  2. Python Crash Course
  3. Automate the Boring Stuff with Python
  4. jakevdp/PythonDataScienceHandbook
  5. ehmatthes/pcc
  6. swaroopch/byte-of-python
  7. rougier/from-python-to-numpy
  8. rougier/scientific-visualization-book
  9. Visualize-ML/Book1_Python-For-Beginners
  10. Visualize-ML/Book2_Beauty-of-Data-Visualization

代码规范

  1. Google Python Style Guide
  2. Google开源项目风格指南-Python
  3. IgorSusmelj/pytorch-styleguide
  4. shendeguize/GooglePythonStyleGuideCN

参考

  1. Data Science Cheat Sheets-DataCamp
  2. List of data science cheat sheet with Python [Updated 3]-Kaggle
  3. Data Science Cheat Sheets Free Download-Kaggle