Discover the core idea of Hard Margin SVM — finding the hyperplane that perfectly separates two classes with the widest margin. With student placement data as an example, this blog explains support vectors, margin equations, and the math behind maximal margin classification. Learn how SVM makes decisions and why hard margin isn't always practical in real-world data.