DRIVE Infrastructure is a complete workflow platform for data ingestion, curation, labeling, and training plus validation through simulation. NVIDIA? DGX? systems provide the compute needed for large-scale training and optimization of deep neural network models. NVIDIA DRIVE Constellation? provides physics-based simulation on an open, hardware-in-the-loop platform for testing and validating AVs before they hit the road.