Answer
See solution
Work Step by Step
Suppose a nonzero vector x satisfies equation: $Ax=\lambda x$
Because A is invertible, we know its eigenvalues are not zero. left multiplying by A inverse, we get
$A^{-1}Ax=A^{-1}\lambda x$
$Ix=A^{-1}\lambda x$
$x=A^{-1}\lambda x$
$\frac{1}{\lambda}x=A^{-1} x$. Thus, the eigenvalue of A inverse is the inverse of $\lambda$