You might want to read this easy to read paper on Netflix prize before next class...

http://rakaposhi.eas.asu.edu/cse494/lsi-for-collab-filtering.pdf

it is in the readings and tells you how collaborative filtering and LSI style techniques are combined. We will talk only briefly about it next class

rao