As an early foray into the intersection of combinatorics and machine learning, I tried my hand at a Kaggle competition on identifying circles of friends in the Facebook graph. I'll give an overview of my solution, including a deep dive on spectral clustering, a graph clustering algorithm with roots in algebraic graph theory.