Convex Optimization

CS229 SVM Dual Formulation — Complete Derivation Notes (Lagrangian + KKT + Kernel Trick)

Complete CS229 lecture notes for the SVM dual formulation. Step-by-step derivation from the primal margin problem to the dual using Lagrange multipliers and KKT conditions, plus why the dual form is what makes the kernel trick possible.