tic-tac-toe

App I made for The Odin Project.

Things I learned

• Basic of html,css and javascript
• basic working of websocket
• implementing neuralnet from scratch
• gradient descent algorithm for neuralnet
• sigmoid function
• forward and backward propagation of neuralnet

Remaining Work

• Add Regularization for neuralnet for better performance(prevent overfitting)
• Improve the training data and optimized the neuralnet for better performance (tuning hyperparamters)

Features:

• Websocket implemented more than two players can play tic tac toe over the network.
• Neuralnet is integrated with websocket on python
• User can play with neuralnet and they can also optimize its performance by fine tuning the hyperparameter

Running multiplayer websocket server

npm i 

npm run dev 

Running neuralnet websocket server

cd neuralnet_server

pip install -r requirements.txt

python3 neuralnet_server/server.py

Training of neuralnet

Took the code reference for neuralnet from here

To train the neuralnet

python3 -m neuralnet_server.model.train.py

To pretrain the neuralnet and generate training dataset(need to uncomment few things you can check on code)

python3 -m neuranet_server.model.play_train.py

License

MIT