官方reference：

1、Numpy的API Reference

https://docs.scipy.org/doc/numpy/reference/routines.html

2、SciPy的Turorial和API Reference

https://docs.scipy.org/doc/scipy/reference/#api-reference

3、matplotlib的User‘s Guide和API Reference

http://matplotlib.org/contents.html

User’s Guide

• Introduction
• Installing
• Tutorials
• Working with text
• Colors
• Customizing matplotlib
• Interactive plots
• Selected Examples
• What’s new in matplotlib
• GitHub Stats
• License
• Credits

4、matplotlib的Tutorials。含Introductory, Intermediate, Advanced

http://matplotlib.org/users/tutorials.html

其他学习教程：

1、Nicolas P.Rougier很好的matplotlib教程

https://github.com/rougier/matplotlib-tutorial

2、Nicolas P.Rougier的 Numpy turorial

http://www.labri.fr/perso/nrougier/teaching/numpy/numpy.html

3、Rougier的Numpy-100

https://github.com/rougier/numpy-100/blob/master/100%20Numpy%20exercises.md

4、Rougier的from python to numpy

http://www.labri.fr/perso/nrougier/from-python-to-numpy/ 

5、matplotlib英文Reference的中文翻译

http://blog.csdn.net/wizardforcel/article/category/6648262/2 

6、用Python做科学计算

http://old.sebug.net/paper/books/scipydoc/index.html

原文：http://www.cnblogs.com/McKean/p/6358419.html