Support Vector Machines in Python: Margins, Kernels, and C
A focused, code-verified introduction to Support Vector Machines: why SVC looks for the widest possible margin instead of just any separating line, what the fitted support vectors actually are, how the C parameter trades margin width for misclassification tolerance, and how the kernel trick handles data a straight line can't separate.
July 11, 2026 in Machine Learning by Mehdi Lotfinejad15 minutes