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Introduction to Computation and Programming Using Python, third edition: With Application to Computational Modeling and Understanding Data-John V. Guttag

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Ebook About
The new edition of an introduction to the art of computational problem solving using Python.This book introduces students with little or no prior programming experience to the art of computational problem solving using Python and various Python libraries, including numpy, matplotlib, random, pandas, and sklearn. It provides students with skills that will enable them to make productive use of computational techniques, including some of the tools and techniques of data science for using computation to model and interpret data as well as substantial material on machine learning. All of the code in the book and an errata sheet are available on the book’s web page on the MIT Press website.

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



It's an excellent read and teaches you almost everything you need to know about computation by way of algorithms, the nature of efficiency of their usage. It's a computer science baptism in fire and water. My only gripe with this book is that it's pretty thin on exercises if that's what you are after. I found Sedgewick's original book Programming in Python - An intermediate approach, to be a very solid resource with a chockful of exercises BUT that book is version outdated (Python 2.x) and their new book uses Java. But I wouldn't be without this book if Python is your thing. Also, Wes McKinney's book is a great one to have for all the tricks you need.
I have read this book start to finish. I love it. This book not only teaches python, but it teaches you many applications that are relevant not only for the aspiring computer scientist but also the curious scientist. I actually have given this book as a gift - twice.

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