Do eigenvalues and singular values of a symmetric, positive definite random matrix coincide?

Question

I know the eigenvalues and singular values are the same for symmetric, positive definite matrices (e.g., see Why do positive definite symmetric matrices have the same singular values as eigenvalues?). Does this still hold for a symmetric, positive definite random matrices?

Thanks!