I’ve been a big fan of Gilbert Strang, MIT professor, after buying his math book, Linear algebra and its applications.

You can see his video lectures on elementrary linear algebra course on MIT’s open courseware site.
http://ocw.mit.edu/OcwWeb/Mathematics/18-06Spring-2005/CourseHome/