Although the project is under working, you can collect data using these scripts and train a CNN model to play the game.

These scripts were build on Mac but hope they will work on Windows and Linux too.

I used OpenEmu to emulate the game on Mac, but, you can try it in you browser too here http://www.nintendoemulator.com/nes/4099.

For testing the gameplay i did used the browser as OpenEmu didn't allowed keyboard inputs from the script for gameplay.

Using this you can take screenshots of your screen with sync to your keyboard keys pressed simultaneously. Change monitor in the file to specify the screen capture area.

The data captured is now processed and the labels are converted into one-hot encoding. The images are cropped appropriately and resized and saved.

Contains different CNN models to try for training.

The training of the model is done here. The code is self explanatory.

Script for the model to play the game.