Use Machine Learning to classify decks

PennyDreadfulMTG / Penny-Dreadful-Tools

A suite of tools for the Penny Dreadful MTGO community

https://pennydreadfulmagic.com

MIT License

41 stars 28 forks source link

Use Machine Learning to classify decks #11583

Open bakert opened 1 year ago

bakert commented 1 year ago

Some pointers:

https://en.wikipedia.org/wiki/Fuzzy_clustering#Fuzzy_C-means_Clustering https://github.com/drogerson/Public-Projects/blob/master/Mathing%20the%20Modern%20Magic%20Meta.ipynb

bakert commented 1 year ago

We could maybe use scryfall tags/keywords in card text to reduce dimensionality rather than using card name (which is close to 20,000 dimensions and may not yield useful results).

https://api.scryfall.com/private/tags/oracle?pretty=true