## Perturbation of a Singular Matrix is Nonsingular

## Problem 56

Suppose that $A$ is an $n\times n$ singular matrix.

Prove that for sufficiently small $\epsilon>0$, the matrix $A-\epsilon I$ is nonsingular, where $I$ is the $n \times n$ identity matrix.