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A front view of the AWS DeepRacer, an autonomous machine learning model car with rugged wheels designed for AI and machine learning experiments and competitions.

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.

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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.

Illustration featuring the AWS DeepRacer logo on a trophy, with racing flags, stopwatches, and a car icon on a box, representing the AWS DeepRacer machine learning racing competition.

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.

A group of people wearing purple "Metro League" shirts gathered around, with one person holding a laptop.

Enterprise Events

DeepRacer events are the fastest way to get your company rolling on their machine learning journey.

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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.