This textbook provides a comprehensive guided tour of the mathematical knowledge and techniques that are needed by students in this area. Topics that are covered include vector calculus (div, grad, curl, Laplacian), linear algebra, Fourier analysis, scale analysis, Green's functions, normal modes, tensor calculus, and perturbation theory.