I was expecting yet another article on Collaborative filtering but was pleasantly surprised to find SVD and Locality-sensitive hashing mentioned. If you're looking for a more thorough understanding of these topics (& other algorithms related to mining data) checkout the course - Mining Massive DataSets at Coursera - http://coursera.org/course/mmds