This report explores Kubernetes' role in AI, analyzing its capabilities in managing AI workloads, its benefits over traditional infrastructure and its unique features that make it the platform of choice for AI.

We highlight some practical considerations for the Deep Learning practitioner relevant to neural network training on the NVIDIA DGX-1.