This resource gives an overview on: Pattern Classification, Linear Classifiers, and Quadratic Optimization; Constructing the Dual of CQP; The Karush-Kuhn-Tucker Conditions for CQP; Insights from Duality and the KKT Conditions; Pattern Classification without strict Linear Separation.