Complex sentence: From it follows that this will happen precisely when is invertible, i.e. when the eigenvalues of this operator are all nonzero.
Split into simpler sentences: From it follows that this will happen precisely when is invertible. This, in turn, happens when the eigenvalues of this operator are all nonzero.