Karush-Kuhn-Tucker (KKT) conditions: motivation and theorem

The Karush-Kuhn-Tucker (KKT) conditions are a generalisation of Lagrange multipliers for inequality constraints in convex optimisation. This video motivates the KKT conditions, and presents the main theorem.