Using the nitpick option in conf.py makes sure that everything is properly configured and all links to classes etc are rendered correctly.
See for example astropy/astropy#2508
This currently fails because we don't have a reference to the numpy docs and openml.tasks.tasks.TaskType cannot be referenced.