Create a virtual environment. I use virtualenvwrapper, but plain virtualenvs are fine too.
Once you have activated your environment, install requirements pip install -r requirements.txt.
Create a jupyter kernel: ipython kernel install --user --name=audio-features
For genre classification, see George Tzanetakis's Genre dataset.