karolszeliga4 / joinemio

ML-based implementation of a popular board game that revolves around connecting chips in a row of four.

JoinEm.io

Description:

ML-based implementation of a popular board game that revolves around connecting player's chips in a neat row of four. Features:

• Minimalist interface for distraction-free gameplay
• Two-player mode
• Single-player mode against a machine learning trained opponent
• User preservation of statistics and save files in a local database
• Pausing current game for later continuation
• Simplified guide for new players.

Technology Stack:

• Python
• PyTorch
• OpenAI Gym
• SciPy
• PyGame
• SQLite

Iterations Outline:

1. 30.04 - 06.05:

   Technology research and code structure planning

2. 07.05 - 13.05

   Initial GUI and application logic, continued technology research

3. 14.05 - 20.05

   Basic code for AI opponent

   GUI finishing touches

4. 21.05 - 27.05

   ML method choice and attempts at implementing AI-players

5. 28.05 - 06.05

   FInishing the AI part of the

Contributors:

• Jakub Szumilas
• Karol Szeliga
• Grzegorz Zelek