My initial attempt at a Magic: the Gathering Draft AI.

More detailed description of interpretable results and performance coming soon.

models.py --- the two models trained to create the Draft Agent

preprocessing.py --- some data processing techniques (e.g. label drafts via Kmeans)

create_model.py --- the script for creating the model

predict_from_log.py --- script for seeing how the bot would navigate a draft given a MTGO Draft Log

bot_table_draft.py --- script for generating a draft with 8 bots at the table

Output/ --- place to store images to show results. Currently only shows 75% test accuracy.

Data/ and Saved_Models/ --- folders in .gitignore as these cannot be in this repo due to NDA.

Below are some decks and drafts that the first iteration of this bot did on MTGO. This was with a different modeling of staying open, and no bias ceiling, but a similar implementation. I will update this section as I continue to test the bot.

Draft: https://magic.flooey.org/draft/show?id=1_fn_hicUYtWQyvXSbjjhtsIy1k

Draft: https://magic.flooey.org/draft/show?id=9GymyrTy70YDYfHiKh2HRvNodao

Draft: https://magic.flooey.org/draft/show?id=xg0h8Jo41w2TcHNwwAQ-_UlxxFQ