Introduction to Computation and Programming Using Python, third edition: With Application to Computational Modeling and Understanding Data

This guide introduces college students with little or no prior programming expertise to the artwork of computational downside fixing utilizing Python and numerous Python libraries, together with numpy, matplotlib, random, pandas, and sklearn. It gives college students with expertise that may allow them to make productive use of computational methods, together with a number of the instruments and methods of knowledge science for utilizing computation to mannequin and interpret knowledge in addition to substantial materials on machine studying.
 
All of the code within the guide and an errata sheet can be found on the guide’s net web page on the MIT Press web site.