Imagine holding a bowl in your hands — smooth, round, curving upward from a single lowest point. If you drop a marble anywhere in that bowl, it will roll to the bottom and settle there. Positive definite matrices are the mathematical way to say “this function is shaped like a bowl.” In this chapter we will learn how to spot these special matrices, understand why they guarantee a unique minimum, and use them to solve optimization problems in real life.