StableBaselines3 seeks to accelerate research and development in reinforcement learning by providing a set of reliable implementations of RL algorithms in PyTorch. The goal of the project is to enable iteration as well as evaluation of different RL methods, including by allowing less experienced users to experiment with an advanced toolset without extensive implementation. Notably, the library is fully documented and tested.