The game consists in a player that is represented by a purple rectangle and the goal is to collect all 3 cubes in order(red, green and blue). The player can move in all 4 directions and if he touches the borders of the map he loses.
The player and the square spawns always in a random poisition and after the player loses or collects all 3 squares the game restarts. The player can't collect the squares in the wrong order.
I used ML-Agents to create an AI that learned how to play the game by using deep reinforcement learning . When the player collects the squares it gets a ever-increasing reward based on how many squares it collected and when he loses he gets a negative reward. This encourages the player to only collect the squares in the particular order.
This gif ilustrates the AI playing the game after the training:
