This is a subject I struggled with the first time I took it. Ironically, this was the engineering version of it. It wasn't until I took the rigorous, axiomatic version that everything clicked.
If you understand that an eigenvalue lets you power matrices without doing the multiplication and addition operations, I think you're off to a good start. You might learn about how vectors establish ...