Deep Reinforcement Learning : A3C | PPO | Curiosity applied to Super Mario Bros.

This is the final project for the Reinforcement Learning course at the MVA Masters 2018/2019.

The project was done by Amine Sadeq & Otmane Sakhi, You can check the final project paper : ["Exploring Deep Reinforcement Learning with Super Mario Bros"] in this repository.

It explores A3C and PPO algorithms and combine them with an intrinsic reward based on curiosity.

A3C curiosity vs no curiosity in Dense reward

A3C curiosity vs no curiosity in Sparse reward

A3C curiosity vs PPO curiosity in Dense reward

A3C curiosity vs PPO curiosity in Sparse reward