This lecture covers the optimization with constraints, focusing on the Karush-Kuhn-Tucker (KKT) conditions. The KKT conditions are derived and applied to various optimization problems with equality and inequality constraints. The lecture emphasizes the importance of these conditions in solving constrained optimization problems efficiently.