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

3rd Edition. — The MIT Press, 2021. — 496 p. — SBN-13: 978-0262542364.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.