What is the relationship between SVM and maximum margin hyperplane theorem?

SVM directly implements the maximum margin hyperplane solution.

The theorem states that among all separating hyperplanes, the one with maximum margin generalizes best. SVM optimization explicitly solves this geometric problem using convex optimization.