Math for Programmers (1 ed)

“A gentle introduction to some of the most useful mathematical concepts that should be in your developer toolbox.” – Christopher Haupt, New Relic

Filled with graphics and more than 300 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.

Summary

About the technology

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!

For programmers with basic skills in algebra.

Table of Contents

1 Learning Math with Code

PART I – 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 equationsPART 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 seriesPART 3 – MACHINE LEARNING APPLICATIONS
14 Fitting functions to data
15 Classifying data with logistic regression
16 Training neural networks