A Primer on Scientific Programming with Python book was written by Hans Petter Langtangen.
This primer will take you through the basics of scientific computing in Python. It will focus on how to use NumPy, scipy, pandas, and iPython Notebook for scientific programming. It is assumed that the reader has some background knowledge about computers and algorithms. However, it is not necessary to have a background in numerical methods or scientific programming.
The complete book is available as a pdf which you can free download from the button that appears after 15 sec.
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