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

A Practical Guide to Essential Mathematical Concepts for Software Developers

Author: Paul Orland

Year: 2024

Summary:

Intro

This book helps you master the fundamental mathematical knowledge required across a wide range of programming domains—from 3D graphics and machine learning to cryptography. Whether you're working with large datasets or building real-world applications, understanding algorithms and knowing how to apply them is essential.

Machine Learning, 3D Graphics, and Beyond

Through practical examples and over 300 exercises and mini-projects, this book makes essential mathematical concepts accessible. You'll refresh long-forgotten foundations in linear algebra and mathematical analysis, while also getting hands-on experience with popular Python libraries widely used in software development.

Real-World Applications and Hands-On Examples

Paul Orland's Mathematical Algorithms for Programmers opens up exciting career paths by showing how to apply math in real programming scenarios. It goes beyond dry theory to demonstrate practical implementation in machine learning, 3D graphics, and modeling. Learn key mathematical principles and put them into action with tangible projects.

Paul Orland: Your Guide to Math for Programmers

Author Paul Orland structures the material in an intuitive, beginner-friendly way, making even complex topics approachable. His clear approach makes this book an excellent resource for anyone who wants to deepen their mathematical understanding and apply it effectively in Python programming. Get ready for an engaging journey into the world of mathematical algorithms!