Let A$A$ have an eigenvalue of 0$0$. By definition, there is a non-trivial vector v$v$ such that Av = 0v = 0$Av = 0v = 0$. Let B$B$ be any matrix. Then BA$BA$ is not the identity matrix, because (BA)v = B (Av) = B0 = 0.$(BA)v = B (Av) = B0 = 0.$ This is true for any matrix B$B$, so A$A$ is not invertible.