Meet the AWS DeepRacer: a fully autonomous 1/18th scale race car made with machine learning developers in mind. It is designed to test reinforcement learning models by racing on a physical track. You can build models in Amazon SageMaker and compete with others in a global autonomous racing league.
The AWS DeepRacer 3D racing simulator lets you build your own reinforcement learning model. You will need basic Python programming skills to build your own models.