RPS - Machine Learning

This project is part of a research project of the final year of my Bachelor's degree. During your playthrough of this game, data will be anonymously collected on how you, the player, interacts with the user interface. Your data will be used to keep training several Machine Learning models, which you can already play against in this version of the game thanks to the initial batch of data that has already been collected. The ML agents were done using the Unity ML Agents Toolkit that you can check out here: https://github.com/Unity-Technologies/ml-agents

By playing this game you are consenting to this anonymous data to be used for the previously mentioned purposes. If you are not comfortable with that, please don't participate in this experiment.

You'll be playing 5 opponents, first to 5 rounds won wins the match.

Controls

• Keyboard: Arrow keys, Enter/Space
• Xbox controller: Analog-stick, A

Data that the different bots look at:

• Bot Ashely - 25% of the options you hover (E.g. if you spend 10s hovering different options, this bot will only look at the first 2.5s of your interaction)
• Bot Abdul - 50% of the options you hover (E.g. if you spend 10s hovering different options, this bot will only look at the first 5s of your interaction)
• Bot Violet - First second of the options you hover (E.g. No matter how long you hover different options, this bot will only look at the first 1s of your interaction)
• Bot William - Time spent hovering each option (E.g. This bot will get data on how many seconds you spent hovering each option)
• Bot Kim - 100% of the options you hover (E.g. if you spend 10s hovering different options, this bot will look at all 10s of your interaction)

If you'd like to see some other projects I worked on you can check it out on my portfolio: https://www.luis-gamedev.com/