Design a recommendation system

Design a recommendation system ( This is fairly wide scope. Points for narrowing down the requirements )

 

http://tech.hulu.com/blog/2011/09/19/recommendation-system.html

https://www.toptal.com/algorithms/predicting-likes-inside-a-simple-recommendation-engine

http://ijcai13.org/files/tutorial_slides/td3.pdf