Machine Learning, Svm, Convex Optimization, Lagrange Multiplier.
Euclidean space and we have a line L passing through the origin then ω being a unit vector perpendicular to L (the normal to the line). If you take any vector x, then the dot product is positive if x is on the same side of L as ω, and negative otherwise. The dot product is zero if and only if x is