Had similar intentions half a year ago, it really clicked for me after watching the linear dynamical systems lecture by Boyd. How rank of a matrix, matrix norm and singular values relate was an eye opener. Thereafter it was easy to connect singular values and the stability/robustness of a system intuitively. Great teacher, I can only recommend :)