Top 7 Python mct Projects

muzero-general

14 2,373 0.0 Python

MuZero

Project mention: Open source rules engine for Magic: The Gathering | news.ycombinator.com | 2023-12-14

I went looking for MuZero implementations in order to see how, exactly, they interact with the game space. Based on this one, which had the most stars in the muzero topic, it appears that it needs to be able to discern legal next steps from the current game state https://github.com/werner-duvaud/muzero-general/blob/master/...
So, I guess for the cards Forge has implemented one could MuZero it, but I believe it's a bit chicken and egg with a "free text" game like M:TG -- in order to train one would need to know legal steps for any random game state, but in order to have legal steps one would need to be able to read and interpret English rules and card text

LightZero

3 860 8.7 Python

[NeurIPS 2023 Spotlight] LightZero: A Unified Benchmark for Monte Carlo Tree Search in General Sequential Decision Scenarios

Project mention: LightZero: Sailing with MCTS, turns the vision of decision intelligence into reality | /r/reinforcementlearning | 2023-06-06

WorkOS

workos.com sponsored

The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.
tinyzero

2 392 8.5 Python

Easily train AlphaZero-like agents on any environment you want!

Project mention: Show HN: Easily train AlphaZero-like agents on any environment you want | news.ycombinator.com | 2023-12-20

This repo and the code files appear to be missing any licensing details
You'll also likely want to mention the "needs python >= 3.8" in the readme https://github.com/s-casci/tinyzero/blob/244a263976cd9a09f5f... OT1H, I would hope folks are keeping their pythons current, but OTOH dev environments are gonna dev environment

Hypernets

1 261 7.7 Python

A General Automated Machine Learning framework to simplify the development of End-to-end AutoML toolkits in specific domains.
omega

1 36 0.0 Python

A number of agents (PPO, MuZero) with a Perceiver-based NN architecture that can be trained to achieve goals in nethack/minihack environments. (by hr0nix)
chess

2 19 0.0 Python

Program for playing chess in the console against AI or human opponents (by bellerb)
ultimate-tictactoe

1 2 0.0 Python

Selfplay reinforcement learning for ultimate tic-tac-toe (UTTT)
InfluxDB

www.influxdata.com sponsored

Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020).