TileGridAI

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  2 Player Mode

Inspiration

• Hide and Seek AI, developed by OpenAI
• Inspired us to make a simple game and develop an intelligent agent to play the game

What it does

• The agent can learn the best strategy to win the game against its opponent
• The game supports 2-player mode
• Intelligent agents training was unsuccessful, the agents did not learn the optimum strategy for the game

How we built it

• The program is written in Python
• We used Tkinter to create a GUI and the rules for the game
• We used PyTorch to develop the neural network model, and model training

Challenges we ran into

• Training of the network failed to converge
• Using Tkinter as a GYM training environment

Accomplishments that we're proud of

• Managed to finish the tasks assign, which are making the game, building the intelligent agent and training the model
• Created a fun game and got the model trained

What we learned

• Using Tkinter as a GUI tool for simple game making
• Reinforcement learning

What's next for TileGridAI

• Build an intelligent agent that can successfully learn the game
• Make the game more interesting and challenging

Built With

• python
• pytorch
• tkinter