Learning the StarCraftII Build Order Meta(cole-maclean.github.io)
cole-maclean.github.io
Learning the StarCraftII Build Order Meta
http://cole-maclean.github.io/blog/Evolving%20the%20StarCraftII%20Build%20Order%20Meta/
http://cole-maclean.github.io/blog/Evolving%20the%20StarCraftII%20Build%20Order%20Meta/
This project was my first go at using the pySC2 API recently released by DeepMind and Blizzard. It takes data scraped from 25,000 human played SC2 replays to build a RNN sequence model that can predict the sequence of unique StarCraftII units/buildings in a 1v1 match. The model is a single layered RNN and I tuned some hyperparameters using a GA implemented using the DEAP python library. There's also a super simple webapp you can use to play with and test your own custom build orders for the game.
Was a really fun project and hopefully some of the work helps others build their own!
-pH+
webapp: http://ponderinghydrogen.pythonanywhere.com/sc2