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Scaling Distributed Machine Learning leveraging vSphere, Bitfusion and NVIDIA GPU (Part 2 of 2)

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In part 1 of this blog we introduced distributed machine learning and virtualized infrastructure components used in the solution. In this part, we will look at the testing methodology and the results. The scalability of worker nodes and fractional GPUs leveraging Bitfusion will be analyzed.     5 Testing   5.1        Running the Distributed TensorFlow Read more...

Scaling Distributed Machine Learning leveraging vSphere, Bitfusion and NVIDIA GPU (Part 1 of 2)

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1        Introduction   Organization are quickly embracing Artificial Intelligence (AI), Machine Learning and Deep Learning to open new opportunities and accelerate business growth. AI Workloads, however, require massive compute power and has led to the proliferation of GPU acceleration in addition to traditional CPU power. This has led to a break in the traditional data Read more...

Virtualizing Deep Reinforcement Learning on vSphere leveraging Bitfusion

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 Deep Reinforcement Learning Humans excel at solving a wide variety of challenging problems, from low-level motor control through to high-level cognitive tasks. Deep Reinforcement learning (DRL) is an aspect of machine learning that leverages agents by taking actions in an environment to maximize the cumulative reward. DRL uses a paradigm of learning by trial-and-error, solely Read more...

Running singularity as the run time for Kubernetes with VMware PKS

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HPC’s shift to hybrid cloud and Kubernetes from Bare Metal:   While traditional computing has virtualized the majority of workloads over the past decade, HPC has mostly remained bare metal, with more than 80% of the workloads still remaining unvirtualized. With its eternal quest to extract maximum performance from the hardware, there has been a Read more...

Deploying and running Kubernetes on VMware Cloud on AWS

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Leveraging VMware PKS in VMware cloud on AWS:   Since the announcement of VMware Tanzu—a portfolio of products and services to help enterprises build, run and manage applications on Kubernetes—at VMworld US, our customers have been expressing their excitement. They are eager to drive adoption of Kubernetes and are looking to VMware to simplify the Read more...