Data center development is critical for large-scale deployment of self-driving taxis. To be able to run in thousands of environments around the world, a large amount of data is needed for intensive deep neural network training. The NVIDIA DRIVE infrastructure uses the integrated open high-performance computing capabilities of GPU technology and is the only solution for large-scale development, training, testing, and verification of self-driving DNNs.