Train AI to drive! Create your own neural network and watch it evolve from chaos to mastery with the power of evolutionary algorithms and natural selection. Fine-tune the learning process to craft the ultimate AI driver, and test your creation in campaign challenges or on custom-built tracks.
Developed by ActivationFunction · Published by ActivationFunction






AI Learns To Drive has about 213 positive and 11 negative player reviews out of a total 224. We'll add a detailed breakdown here when there are more reviews.
AI Learns To Drive is a sandbox where you build and train your own AI to drive a racing car. It uses a simple feed-forward neural network, trained with evolutionary algorithms.
Build the network: set layers and neurons.
Choose its inputs: vision rays, speed, acceleration, wheel angle, and many more.
Choose its outputs: steering, throttle, brakes, battery boost.
Pick a paint for your car.

Evolve your driver over generations — the best agents become parents of the next.
Tune time limit, learning rate and agent count.
Mix reward functions to shape the behavior you want: fast racer, cautious driver, drift car.
Build your own tracks from asphalt, ice and dirt.
Add custom challenges to any track.

Race your networks against pre-trained opponents or each other.
Beat campaign challenges to earn stars and coins.
Unlock new inputs, outputs and paints.
Upload your tracks, networks and races.
Play what other players built — and beat their records.
Chase world records on campaign and Workshop tracks.
| Platforms | Windows |
|---|---|
| Achievements | 29 |
| Age ratings |
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| Controller required | No |
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