Math for Programmers 3D graphics machine learning and simulations with Python 1st Edition Paul Orland

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