The goal set in this book is to study linear operators on finite-dimensional vector spaces by methods of more general theories. The idea is to highlight simple geometric concepts common to many branches of mathematics and its applications, moreover, in a language that betrays professional secrets and shows the reader the real train of thought of those who prove theorems about integral equations and Hilbert spaces.