The network that we were on had proxy on it. While ssh-ing since my laptop and the Pi was on the same network, proxy was not an issue, but when I wanted to run linux command to update the packages, I needed to sort out the proxy issue. We did it using this tutorial - http://www.prmrytchr.co.uk/2013/03/19/connecting-raspberry-pi-through-school-proxy/