Functional calculus, broadly speaking, is the ability to construct a function of a matrix or more generally, a linear operator. Starting with the Fourier series, I will present functional calculus, in particular the so-called "H infinity" functional calculus, motivated through geometric questions and applications. I will showcase a few problems which have been solved through this functional calculus and briefly touch on extensions motivated through interesting geometric questions.