Introduction to Linear Dynamical Systems

This course from Stanford is great: EE263: Introduction to Linear Dynamical SystemsThe course includes videos and lecture notes. Prof Boyd tried to present the information in a straight way, demystifying the difficult points as much as possible.
It is a pity that the following course: EE363 does not include video lectures.