A Primer on Support Vector Machines in Python

Everything You Need to Know About Support Vector Machines

Support Vector Machines (SVMs) have a reputation. They sound intimidating. They show up in textbooks with dense math. And many people skip them in favor of newer models that feel easier to explain.

That’s a mistake.

SVMs are one of the cleanest examples of how geometry, optimization, and machine learning come together. They’re powerful, flexible, and stil…