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End User Computing - A Hybrid Multicloud Approach

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28 A Graphics Processing Unit (GPU) is an important part of a modern desktop experience. Physical desktop and laptop computers have always had a GPU included, but were not important unless you wanted to play video games or do high-end graphics-intensive work. While these still hold true, modern operating systems and new workloads such as machine learning (MI) and artificial intelligence (AI) are also taking advantage of GPUs to enhance their performance. In the VDI space, GPUs are not generally required and are typically evaluated on a use case basis to see if the added performance is required versus balancing additional costs versus perceived value for use cases with lower requirements. Windows 10 or watching streaming video are examples of use cases with lower requirements that can benefit from GPU but may not deliver enough value as compared to offering an acceptable user experience without GPUs at a lower total cost. However, as with CPU manufacturing, GPUs are gaining performance at a lower cost and the value derived from GPUs needs to be part of an overall evaluation when designing an EUC environment. NVIDIA is the best performing and most known manufacturer of graphics cards designed for desktop virtualization. AMD's graphics cards work only in certain use cases and do not deliver the same optimizations that NVIDIA cards offer. NVIDIA Grid boards allow GPU virtualization, enabling multiple users to share a single graphics card. GPU virtualization not only supports higher user densities, but also delivers native performance while accessing a virtual desktop. NVIDIA GPUs also have an engine for H.264 encoding that offloads processes from the CPU, which further increases user density on your hardware. NVIDIA Grid cards typically have multiple GPUs, which improves scaling. GPUs

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