Documentation

[matze]

Please link the readthedocs page in the README, it was the first thing I was looking but had to google for.

Also, please list the requirements somewhere. Even with numpy and scipy installed, pip install will fail badly on a fresh system because of missing system dependencies which I also prefer to have installed from my distribution.