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- DeepRacer
Developers, start your engines
Developers of all skill levels can get hands on with machine learning through a 3D racing simulator and a fully autonomous 1/18th scale race car driven by reinforcement learning. Coming in early 2026, DeepRacer on AWS will be available as an open-source product, enabling customers to deploy and operate DeepRacer within their own AWS accounts. This evolution maintains the comprehensive DeepRacer experience, from understanding machine learning fundamentals and training models to hosting races and competing virtually or with physical cars.
Get rolling with machine learning
With DeepRacer you'll learn fundamental concepts, skills, and machine learning (ML) training techniques that power foundation models in some of the most advanced generative AI applications today through the fun of racing autonomous cars. DeepRacer gives you a fun and hands-on way to learn to train ML models, where you can see your training come to life by deploying your model onto an autonomous RC car and miniature race track.
Experiment and grow
Test model training fundamentals using the DeepRacer 3D racing simulator. Experiment with multiple sensor inputs, the latest reinforcement learning algorithms, neural network configurations and simulation to-real domain transfer methods.
Community and competition
Meet and compete with fellow ML enthusiasts in the global community to share ideas and insights and even host your own virtual races with racer organizer tools.
Learn through competition
Once you have built your model, it’s time to race! Compete against colleagues, host community races or create your own league to put your machine learning skills to the test.
Enterprise Events
DeepRacer events are the fastest way to get your company rolling on their machine learning journey.
Community Races
You can host your own races with DeepRacer on AWS to challenge your colleagues; or share publicly with ML enthusiasts around the globe.