The thing is, at least for me, we learned these concepts in college, but it was only in terms of getting the right answer on the test. They only provided the abstraction, not its basis in reality.
This would have been very helpful to have a grasp of for my research in university where I had to explain eigenvalues and eigenvectors to fellow computer science people. It probably also would have helped me understand what the hell my own code did.