From the introduction: "The only background required of the reader is a good knowledge of advanced calculus and linear algebra. If the reader has seen basic mathematical analysis (e.g., norms, convergence, elementary topology), and basic probability theory, he or she should be able to follow every argument and discussion in the book."

It's a graduate-level course. If that paragraph is arcane, the book is probably a few courses in your future.