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I thought you needed advanced math to build machine learning models, but I was wrong

How-To Geek·David Delony·6 months ago
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Published May 4, 2026, 11:31 AM EDT

David has been lifelong fan of technology who loves putting his passion into words.

A journalist by training, he discovered the power of Unix-like operating systems when learning how to edit video on macOS, back when it was still called Mac OS X, in the mid-2000s.

A lover of retrocomputing, he appreciates the vast history of Unix that Linux continues today.

David holds a BA in communication from California State University, East Bay. His writing has appeared in Techopedia, TMCnet , The Motley Fool blog network, and HTG's sister publication MUO , among others.

A lot of people, at least in the pre-"vibe coding era," lament that they can't program because they're "not math people." I wasn't either. Here's how I got started building machine learning models in Python anyway.

Why I hesitated

I thought I "wasn't a math person."

Despite my interest in technology and computers, math was a struggle, at least in my formal education.…

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