Because I drive myself insane replicating this when I find I want autocomplete on Windows, here are the steps (as of January 2017 anyway):
pip install pyreadline
pip install ipython[shell]
Except right now step 2 fails when installing
scandir so I grabbed it here, installed the .whl file via pip and then ran that second step.