Math for Programmers

Math for Programmers
PDF
  • eBook:
    Math for Programmers
  • Author:
    Paul Orland
  • Edition:
    1 edition
  • Categories:
  • Data:
    May 12, 2020
  • ISBN:
    1617295353
  • ISBN-13:
    9781617295355
  • Language:
    English
  • Pages:
    550 pages
  • Format:
    PDF

Book Description
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.

Content

1. Learning math with code

PART 1 VECTORS AND GRAPHICS
2. Drawing with 2D vectors
3. Ascending to the 3D world
4. Transforming vectors and graphics
5. Computing transformations with matrices
6. Generalizing to higher dimensions
7. Solving systems of linear equations

PART 2 CALCULUS AND PHYSICAL SIMULATION
8. Understanding rates of change
9. Simulating moving objects
10. Working with symbolic expressions
11. Simulating force fields
12. Optimizing a physical system
13. Analyzing sound waves with a Fourier series

PART 3 MACHINE LEARNING APPLICATIONS
14. Fitting functions to data
15. Classifying data with logistic regression
16. Training neural networks

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