This paper discusses the mathematical theory of metric spaces, normed vector spaces and algebras, spaces of continuous and integrable functions, as well as reflexive and uniformly convex spaces, with the goal of developing tools to solve problems in areas like differential equations, complex analysis, and quantum mechanics.