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pbpvwmyrfogflgqs – Read and download John V. Guttag’s book Introduction to Computation and Programming Using Python : With Application to Understanding Data in PDF, EPub, Mobi, Kindle online. Book Introduction to Computation and Programming Using Python : With Application to Understanding Data by John V. Guttag

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

Summary: The new edition of an introductory text that teaches students the art of computational problem solving, covering topics ranging from simple algorithms to information visualization. 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 PyLab. 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. The book is based on an MIT course (which became the most popular course offered through MIT’s OpenCourseWare) and was developed for use not only in a conventional classroom but in in a massive open online course (MOOC). This new edition has been updated for Python 3, reorganized to make it easier to use for courses that cover only a subset of the material, and offers additional material including five new chapters. Students are introduced to Python and the basics of programming in the context of such computational concepts and techniques as exhaustive enumeration, bisection search, and efficient approximation algorithms. Although it covers such traditional topics as computational complexity and simple algorithms, the book focuses on a wide range of topics not found in most introductory texts, including information visualization, simulations to model randomness, computational techniques to understand data, and statistical techniques that inform (and misinform) as well as two related but relatively advanced topics: optimization problems and dynamic programming. This edition offers expanded material on statistics and machine learning and new chapters on Frequentist and Bayesian statistics. show more

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Product details Format Paperback | 472 pages Dimensions 178 x 229 x 21mm | 725.75g Publication date 12 Aug 2016 Publisher MIT Press Ltd Imprint MIT Press Publication City/Country Cambridge, United States Language English Edition New edition Edition Statement second edition Illustrations note 258 figures; 258 Illustrations, unspecified ISBN10 0262529629 ISBN13 9780262529624 Bestsellers rank 28,689

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