  This is a pedagogical exposition of the large deviation approach to sum rules
pioneered by Gamboa, Nagel and Rouault. We'll explain how to use their ideas to
recover the Szeg}o and Killip{ Simon Theorems. The primary audience is spectral
theorists and people working on orthogonal polynomials who have limited
familiarity with the theory of large deviations.
