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Introduction to Computation and Programming Using Python, Third Edition : With Application to Computational Modeling and Understanding Data by John V. Guttag (2021, Trade Paperback)

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Introduction to Computation and Programming Using Python : With Application to Computational Modeling and Understanding Data, Paperback by Guttag, John V., ISBN 0262542366, ISBN-13 9780262542364, Brand New, Free shipping in the US "Introduces students with little or no programming experience to computational problem solving using Python and various Python libraries"--

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Product Information

Based on an MIT massive open online course (MOOC), 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. This third edition expands the initial explanatory material, making it a gentler introduction to programming for the beginner, with more programming examples and many more "finger exercises." A new chapter shows how to use the pandas package for analyzing time series data. All the code has been rewritten to make it stylistically consistent with the PEP 8 standards. In addition to covering traditional topics, 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, statistical techniques that inform (and misinform), and optimization problems and dynamic programming. The book also includes a Python 3 quick reference guide. Book jacket.

Product Identifiers

Publisher
MIT Press
ISBN-10
0262542366
ISBN-13
9780262542364
eBay Product ID (ePID)
14050023815

Product Key Features

Author
John V. Guttag
Publication Name
Introduction to Computation and Programming Using Python, Third Edition : With Application to Computational Modeling and Understanding Data
Format
Trade Paperback
Language
English
Subject
Programming Languages / General, Computer Science, General, Programming Languages / Python
Publication Year
2021
Type
Textbook
Subject Area
Computers, Mathematics
Number of Pages
496 Pages

Dimensions

Item Length
9 in
Item Height
1.2 in
Item Width
7.1 in
Item Weight
36.1 Oz

Additional Product Features

LCCN
2020-036760
Intended Audience
Trade
Lc Classification Number
Qa76.73.P98g88 2021
Table of Content
1 GETTING STARTED 2 INTRODUCTION TO PYTHON 3 SOME SIMPLE NUMERICAL PROGRAMS 4 FUNCTIONS, SCOPING, AND ABSTRACTION 5 STRUCTURED TYPES and MUTABILITY 6 Recursion and Global variables 7 Modules and Files 8 TESTING AND DEBUGGING 9 EXCEPTIONS AND ASSERTIONS . 10 CLASSES AND OBJECT-ORIENTED PROGRAMMING 11 A SIMPLISTIC INTRODUCTION TO ALGORITHMIC COMPLEXITY 12 SOME SIMPLE ALGORITHMS AND DATA STRUCTURES . 13 PLOTTING AND MORE ABOUT CLASSES 14 KNAPSACK AND GRAPH OPTIMIZATION PROBLEMS 15 DYNAMIC PROGRAMMING 16 RANDOM WALKS AND MORE ABOUT DATA VISUALIZATION 17 STOCHASTIC PROGRAMS, PROBABILITY, AND DISTRIBUTIONS 18 MONTE CARLO SIMULATION 19 SAMPLING AND CONFIDENCE . 20 UNDERSTANDING EXPERIMENTAL DATA 21 RANDOMIZED TRIALS AND HYPOTHESIS CHECKING . 22 LIES, DAMNED LIES, AND STATISTICS 23 EXPLORING DATA WITH PANDAS 24 A QUICK LOOK AT MACHINE LEARNING 25 CLUSTERING 26 CLASSIFICATION METHODS PYTHON 3.8 QUICK REFERENCE INDEX
Dewey Decimal
005.133
Dewey Edition
23
Illustrated
Yes

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Introduction to Computation and Programming Using Python, Third Edition : With Application to Computational Modeling and Understanding Data by John V. Guttag (2021, Trade Paperback)

About this product

Product Information

Product Identifiers

Product Key Features

Dimensions

Additional Product Features

All listings for this product

item 1 Introduction to Computation and Progr... by Guttag, John V. Paperback / softback

item 2 Introduction to Computation and Programming Using Python, third edition: With A

item 3 Introduction to Computation and Programming Using Python, third edition: With Ap

item 4 Introduction to Computation and Programming Using Python, third edition: With Ap

item 5 Introduction to Computation and Programming Using Python, Third Edition: With

item 6 Introduction to Computation and Programming Using Python : With Application t...

item 7 Introduction to Computation and Programming Using Python : With Application t...

Best Selling in Textbooks

Designing Data-Intensive Applications : The Big Ideas Behind Reliable, Scalable, and Maintainable Systems by Martin Kleppmann (2017, Trade Paperback)

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NFPA 70® Handbook with Tabs : 2023 Edition by National Fire Protection Association (NFPA) (2022, Hardcover)

Diagnostic and Statistical Manual of Mental Disorders DSM-5-TR by American Psychiatric Association (2022, Trade Paperback)

Leadership : Theory and Practice by Peter G. Northouse (2021, Trade Paperback, Revised edition)

Cognitive Behavior Therapy : Basics and Beyond by Judith S. Beck (2020, Hardcover)

Research Design : Qualitative, Quantitative, and Mixed Methods Approaches by J. David Creswell and John W. Creswell (2022, Trade Paperback)

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