DeepMind has released Sonnet, a python thing to simplify creating neural networks that can then be run on tensorflow:
https://github.com/deepmind/sonnetthis reminded me of an older idea of hooking up a new warlight AI to use neural networks somehow.
atleast for medium earth there should be enough games available on the database to train something interesting. there is the game API to scrape for data.