This document discusses maximizing and minimizing functions of two variables and introduces the second partials test to find local extrema. It contains warnings, quizzes, and exercises related to contour plots, making conjectures about extrema from plots, and using calculus to check conjectures. The goal is for students to apply the second partials test to find extrema and saddle points of multivariate functions.