AI ConnectFour

AI - Connect Four

Korea Univ. AI Class (COSE-361, Section Num 2, Spring, 2018)

Connect four AI Model,
Made by 라건우(Geonu La) / 백진헌(Jinheon Baek) / 태영준(Yeongjun Tae)

Prerequisites

• Python (>= 3.6)

• pandas

• pickle

• Maybe more, just use pip install if you get an error.

Our Approach

1. Rule Base

2. Heuristic (Minmax, Alpha-Beta Pruning)

3. NN_Heuristic (Minmax, Alpha-Beta Pruning using Neural Network)

Files

• main.py
  Main Function to run Connect four Game

• board.py
  Connect four board Class

• rule.py
  Rule Class for Rule base approach

• heuristic.py
  Connect four Heuristic Class
  Heuristic Class: Simple Heuristic
  NN_Heuristic Class: Mixed way Heuristic (Our Thinking + NN Model)

• Data Folder
  Connect four dataset (UCI Dataset)

• Model Folder
  Connect four Machine Learning Model
  MLP : Neural Network (MLP)
  SVM : Support Vector Machine

• Learning (learning.ipynb)
  File for Connect four Machine Learning(NN / SVM) based on the jupyter notebook