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tawnkramer/sdsandbox

A Unity-based simulator for training self-driving cars using end-to-end neural network learning.

432 stars C# Domain AppsML Frameworks
sdsandbox
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This project provides a sandbox environment for training self-driving car agents using the Nvidia PilotNet neural network architecture. It combines Unity for realistic physics simulation with Python, Keras, and TensorFlow for model training. Users generate image-steering training pairs by driving in the simulator, then train a convolutional neural network to predict steering angles from camera input. The trained model can be loaded back into the simulator to autonomously control the vehicle.

Frequently asked

What is tawnkramer/sdsandbox?
A Unity-based simulator for training self-driving cars using end-to-end neural network learning.
Is sdsandbox open source?
Yes — tawnkramer/sdsandbox is open source, released under the BSD-3-Clause license.
What language is sdsandbox written in?
tawnkramer/sdsandbox is primarily written in C#.
How popular is sdsandbox?
tawnkramer/sdsandbox has 432 stars on GitHub.
Where can I find sdsandbox?
tawnkramer/sdsandbox is on GitHub at https://github.com/tawnkramer/sdsandbox.

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