This whitepaper looks at the performance and efficiency of Deep learning inference when using the Dell EMC PowerEdge R7425 server with NVIDIA T4-16GB GPU. The objective is to show how PowerEdge R7425 can be used as a scale-up inferencing server to run production level deep learning inference workloads.