Preprint / Version 1

Machine Learning for Engineering Problem Solving

A Practical Example-driven Guide to Classical Techniques

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DOI:

https://doi.org/10.31224/4909

Keywords:

Machine Learning, Support Vector Machine, gradient descent, Decision Tree, Linear Regression, Classification

Abstract

An open-source textbook intended to cover the basics of trinational machine learning. This text is intended to function as the only text required for a college (undergraduate) class on machine learning within an engineering department.

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Posted

2025-07-21

License

Copyright (c) 2025 Austin Downey

Creative Commons License

This work is licensed under a Creative Commons Attribution 4.0 International License.