AI Gamer

This program will use AI to play the game Rocket League

Sources

Gamepad

• https://pypi.org/project/vgamepad/

Keyboard

• https://github.com/gauthsvenkat/pyKey

Screen / switching between programs:

• https://www.reddit.com/r/learnpython/comments/xb10do/how_do_i_switch_between_open_programs_with_python/
• https://pyautogui.readthedocs.io/en/latest/

TensorFlow Object Detection:

• https://automaticaddison.com/how-to-load-a-tensorflow-model-using-opencv/
• https://github.com/opencv/opencv/wiki/TensorFlow-Object-Detection-API

TODO: Train AI Neural Network using my gameplay style

• Figure out how to write to a csv file
  • https://www.geeksforgeeks.org/how-to-open-and-close-a-file-in-python/
  • https://docs.python.org/3/library/csv.html
• Read and store gamepad inputs to a csv file
  • https://stackoverflow.com/questions/46506850/how-can-i-get-input-from-an-xbox-one-controller-in-python
  • https://pypi.org/project/inputs/
• Save and load model
  • https://colab.research.google.com/github/tensorflow/docs/blob/master/site/en/tutorials/keras/save_and_load.ipynb
  • https://www.geeksforgeeks.org/saving-a-machine-learning-model/
  • https://colab.research.google.com/gist/MarcelPratikto/d62275bac7d93282a885eb4e5c98717b/simple_nn_example.ipynb#scrollTo=w1jKaZouuVta

Multi Output Regressor:

• https://gist.github.com/MarcelPratikto/d62275bac7d93282a885eb4e5c98717b
• https://medium.com/@tubelwj/developing-multi-class-regression-models-with-python-c8beca5dd482
• https://scikit-learn.org/stable/modules/generated/sklearn.multioutput.MultiOutputRegressor.html
• https://stackoverflow.com/questions/57704609/multi-target-regression-using-scikit-learn
• https://machinelearningmastery.com/multi-output-regression-models-with-python/

My ML model:

• https://colab.research.google.com/drive/1p0dx8kcFgv25ZtLTsFrDm-mUqmSyD1tg#scrollTo=vEjxMsHGNuHP

Categories:

• Input
  • Time elapsed in-game
  • Ball detected
  • Ball x
  • Ball y
  • Ball width
• Output
  • Left joystick x
  • Left joystick y
  • RT intensity
  • LT intensity
  • X button pressed
  • A button pressed
  • B button pressed
  • reset_button pressed
  • end_button pressed