The obvious choice of which Crypto Currency to attempt to compile from source is the bitcoin core. It has the most support and I found many resources. The best of these came from this blog:
http://bitzuma.com/posts/compile-bitcoin-core-from-source-on-ubuntu/
I just followed the step by step instructions and soon had a compiled bitcoin-qt which I then configured.