> There are some basic linear algebra subroutines (Matrix inversion, finding eigenvalues & eigenvectors) that can be performed with an exponential speedup on a quantum computer in theory
Eh... those particular subroutines have polynomial time algorithms already on a classical computer.
You can't exponentially speed up something that's polynomial time already.