positive-definite matrices cannot be singular. suppose so, then for a positive-definite matrix A, there is some x ≠ 0, with Ax = 0. hence x^T(Ax) = 0, contradicting the fact that A is positive-definite.

since a positive-definite matrix is non-singular, it posseses an inverse, so any non-invertible matrix cannot possibly be positive-definite.