a good lecture on SVD (if you haven't done it in your linear algebra class)

You might want to check out this lecture on SVD from Gilbert Strang's course on linear algebra, if want to get a good background on the development

http://ocw.mit.edu/OcwWeb/Mathematics/18-06Spring-2005/VideoLectures/detail/lecture29.htm

rao