Free Downloads Introduction To Computation And Programming Using Python: With Application To Understanding Data (MIT Press)

                
              
Free Downloads 
Introduction To Computation And Programming Using Python: With Application To Understanding Data (MIT Press)
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.
File Size: 13786 KB
Print Length: 472 pages
Publisher: The MIT Press; 2 edition (August 8, 2016)
Publication Date: August 8, 2016
Sold by:  Digital Services LLC
Language: English
ASIN: B01K6F2236
Text-to-Speech:  Enabled
X-Ray:     Not Enabled
Word Wise: Not Enabled
Lending: Not Enabled
Enhanced Typesetting:  Enabled
Best Sellers Rank: #65,787 Paid in Kindle Store (See Top 100 Paid in Kindle Store)   #29 in Kindle Store > Kindle eBooks > Computers & Technology > Programming > Python   #80 in Books > Computers & Technology > Programming > Languages & Tools > Python   #133 in Books > Computers & Technology > Programming > Introductory & Beginning
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