Maximum Margin Separator

Given a linearly seperable data set the maximum margin separator is the linear separator (Decision Boundary) that maximizes the distance of from .

We expect that such a separator generalizes better than other valid separators.

Left: Valid Separators, Right: Best Separator ![[CleanShot 2023-10-07 at 12.26.02@2x.png]]