Machine Learning using Virtualized GPUs on VMware vSphere - Virtualize Applications

Machine learning (ML) has recently undergone huge progress in research and development. Importantly, the emergence of deep learning (DL) and the computing power enhancement of accelerators like GPUs have together enabled a tremendous adoption of machine learning applications. This has caused machine learning to have a broader and deeper impact on our lives in many areas like health science, finance, security, data center monitoring and intelligent systems. Hence, machine learning and deep learning workloads are also growing in the datacenters and cloud environments. To support customers with deploying ML / DL workloads on VMware vSphere, we conducted a series of performance studies on ML-based workloads using GPUs.