nosetests is no longer maintained and contains deprecated code (inspect.getargspec). It might not keep working with future versions of python. Should we create a plan to move to py.tests?

On the other hand py.test is quite compatible with nose and offers nice way to write less code.

See also:
scikit-learn/scikit-learn#7319
scikit-learn/scikit-learn#7384