As AI models and their applications rapidly evolve and are adopted to solve mission-critical problems, toolsets and frameworks required to take advantage of the latest GPU acceleration technologies are continuously changing. NVIDIA has built an ecosystem to simplify access to the latest AI developments in a trusted, consistent manner via containers. This ecosystem consists of NGC as the container registry and software hub, while system partners like Supermicro provide the certified server system plaforms. Supermicro offers among the broadest portfolio of NGC-certified systems ready to run modern ML/DL models at large-scale, enabling end-to-end AI infrastructures to build out from cloud data centers to on-premises infrastructures, to the edges. In this GTC Session, you will learn to implement faster AI development, aggregate GPUs to solve larger problems, and orchestrate systems at scale to integrate AI into business workflows. We also describe how you can bring the same powerful applications to the edge at scale with NEBS Level 3 certified Supermicro products optimized for 5G infrastructures.