In this project we try to predict whether two people are likely to connect to each other and accordingly we suggest them friends. This was a challenge hosted by facebook in 2009. Since then, there has been a lot of imporvement in graph processing. This notebook explains and gives you an entire pipeline of a freind recommneder system.