are positive semidefinite matrices invertible?
Not necessarily. Semidefinite means that the matrix can have zero eigenvalues which if it does, makes it not invertible. ... Additionally, every vector in the space is a linear combination of the vectors so a similar calculation shows that for every non-zero which would make positive definite.