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End to End Machine Learning with Natural Language processing for training and inference on vSphere (Part 2 of 2)

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In part 1 of the blog we introduced end to end machine learning. The conceptual architecture with all software and hardware components for the solution was described. The steps in the solution deployment were shown. Sentiment Analysis basics Sentiment Analysis is a binary classification task. It predicts positive or negative sentiment using raw user text. Read more...

End to End Machine Learning with Natural Language processing for training and inference on vSphere (Part 1 of 2)

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Introduction While virtualization technologies have proven themselves in the enterprise with cost effective, scalable and reliable IT computing, Machine Learning (ML) however has not evolved and is still bound to dedicating physical resources to obtain explicit runtimes and maximum performance. VMWare and Bitfusion has developed technologies to effectively share accelerators for machine learning over the Read more...

Distributed Machine Learning on vSphere leveraging NVIDIA vGPU and Mellanox PVRDMA

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Introduction   While virtualization technologies have proven themselves in the enterprise with cost effective, scalable and reliable IT computing, High Performance Computing (HPC) however has not evolved and is still bound to dedicating physical resources to obtain explicit runtimes and maximum performance. VMWare has developed technologies to effectively share accelerators for compute and networking. VMWare, Read more...

Accelerating Virtualized Cassandra databases with FPGA

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Introduction Field Programmable Gate Arrays (FPGAs) as accelerators for data center workloads are beginning to cross the chasm of broader adoption. FPGAs have been around for more than twenty-five years and have successfully accelerated IO-centric applications such as network routers and storage controllers. FPGAs are reconfigurable hardware that offer software-like flexibility while delivering hardware-like performance Read more...

VMware Solutions Enhance High Performance Computing

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While virtualization technologies have proven themselves in the enterprise with cost effective, scalable and reliable IT computing, High Performance Computing (HPC) however has not evolved and is still bound to dedicating physical resources to obtain explicit runtimes and maximum performance. High Performance Computing (HPC) workloads have been traditionally run on bare-metal, non-virtualized clusters. Virtualization can Read more...