Neurips2020 Procgen Starter Kit

Overview

The NeurIPS 2020 - Procgen Starter Kit is a toolkit designed for the NeurIPS 2020 - Procgen competition hosted on AIcrowd. It provides a set of 16 procedurally-generated gym environments that can be used to evaluate the performance of reinforcement learning agents. These environments are fast, customizable, and non-deterministic, making them ideal for testing generalizable skills in reinforcement learning. The toolkit also includes instructions for installation, training and rolling out an agent, as well as guidelines for adding custom models and algorithms.

Features

• Faster environments: The Procgen environments can run more than 4 times faster than Gym Retro environments, allowing for quicker evaluation of reinforcement learning agents.
• Non-deterministic environments: Unlike Gym Retro environments, which are always the same, the Procgen environments are randomized, making it impossible to memorize a sequence of actions that lead to the highest reward.
• Customizable environments: The Procgen environments can be easily customized by modifying the environment-specific code, allowing users to perform experiments with different settings or even build their own environments.

Summary

The NeurIPS 2020 - Procgen Starter Kit is a valuable toolkit for the NeurIPS 2020 - Procgen competition. It provides a set of procedurally-generated gym environments that can be used to evaluate the performance of reinforcement learning agents. These environments are faster, non-deterministic, and customizable, making them ideal for testing generalizable skills. The toolkit also provides detailed instructions for installation, training, rolling out an agent, as well as guidelines for adding custom models and algorithms. Overall, the NeurIPS 2020 - Procgen Starter Kit is a comprehensive resource for participants of the competition.