Dual Problem

Machine Learning Mathematical Derivations (8): Support Vector Machines

Complete SVM derivation from maximum margin to Lagrangian duality, KKT conditions, soft margin, kernel trick, and SMO algorithm with step-by-step proofs and Python code.