Math for programmers

Math for programmers: 3D graphics, machine learning and simulations with Python

by Orland, Paul

Type Book
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Skip the mathematical jargon: This one-of-a-kind book uses Python to teach the math you need to build games, simulations, 3D graphics, and machine learning algorithms. Discover how algebra and calculus come alive when you see them in code! In Math for Programmers you'll explore important mathematical concepts through hands-on coding. Filled with graphics and more than 200 exercises and mini-projects, this book unlocks the door to interesting-and lucrative!-careers in some of today's hottest fie…

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Title Statements

  • Full title :Math for programmers : 3D graphics, machine learning and simulations with Python / Paul Orland.

Summary

Skip the mathematical jargon: This one-of-a-kind book uses Python to teach the math you need to build games, simulations, 3D graphics, and machine learning algorithms. Discover how algebra and calculus come alive when you see them in code! In Math for Programmers you'll explore important mathematical concepts through hands-on coding. Filled with graphics and more than 200 exercises and mini-projects, this book unlocks the door to interesting-and lucrative!-careers in some of today's hottest fields. As you tackle the basics of linear algebra, calculus, and machine learning, you'll master the key Python libraries used to turn them into real-world software applications. -- Provided by publisher.

To score a job in data science, machine learning, computer graphics, and cryptography, you need to bring strong math skills to the party. Math for Programmers teaches the math you need for these hot careers, concentrating on what you need to know as a developer. Filled with lots of helpful graphics and more than 200 exercises and mini-projects, this book unlocks the door to interesting-and lucrative!--careers in some of today's hottest programming fields.

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Edition Statements

  • Publication Date:©2020

Publication Statements

  • Publisher(s):Manning
  • Place of Publication:Shelter Island, NY
  • Language:eng
  • Publication Date:©2020

Notes

Includes index.

The Physical Object

  • Description:xxvii, 655 pages : : illustrations ; : 24 cm

Edition Identifiers

  • ISBN:9781617295355, 1617295353
  • oclc:on1121085014
  • LC Classification:QA76.73.P98
  • Dewey Decimal:005.13/3

Table of Contents

Learning math with code -- Part 1 Vectors and graphics -- Drawing with 2D vectors -- Ascending to the 3D world -- Transforming vectors and graphics -- Computing transformations with matrices -- Generalizing to higher dimensions -- Solving systems of linear equations -- Part 2 Calculus and physical simulation -- Understanding rates of change -- Simulating moving objects -- Working with symbolic expressions -- Simulating force fields -- Optimizing a physical system -- Analyzing sound waves with a Fourier series -- Part 3 Machine learning applications -- Fitting functions to data -- Classifying data with logistic regression -- Training neural networks -- Appendix A Getting set up with Python -- Appendix B Python tips and tricks -- Appendix C Loading and rendering 3D Models with OpenGL and PyGame

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Subjects

Computer programming -- Study and teach… Computer science -- Study and teaching Informatique -- Étude et enseignement Mathematics -- Study and teaching Mathématiques -- Étude et enseignement Programmation (Informatique) -- Étude e… Python (Computer program language) Python (Langage de programmation)

Writers

Orland, Paul

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