This lecture covers primal-dual optimization, focusing on the Extra-Gradient Method for solving min-max optimization problems. It discusses various cases, algorithms like Proximal-Point, Extra-gradient, and Mirror-Prox, convergence properties, and applications to smooth unconstrained minimax optimization.