I have this confusion.
If $A$ is a matrix, then its eigenvectors are given by $(A-\lambda I)x = 0$. Since $x$ is not equal to zero, $A-\lambda I$ needs to be singular. I don't understand why $A-\lambda I$ needs to be singular. I thought $A-\lambda I$ needed to be zero, isn't it? Any pointers?