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Intelligent Automation with VMware

Intelligent Automation with VMware

By : Kundan
5 (2)
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Intelligent Automation with VMware

Intelligent Automation with VMware

5 (2)
By: Kundan

Overview of this book

This book presents an introductory perspective on how machine learning plays an important role in a VMware environment. It offers a basic understanding of how to leverage machine learning primitives, along with a deeper look into integration with the VMware tools used for automation today. This book begins by highlighting how VMware addresses business issues related to its workforce, customers, and partners with emerging technologies such as machine learning to create new, intelligence-driven, end user experiences. You will learn how to apply machine learning techniques incorporated in VMware solutions for data center operations. You will go through management toolsets with a focus on machine learning techniques. At the end of the book, you will learn how the new vSphere Scale-Out edition can be used to ensure that HPC, big data performance, and other requirements can be met (either through development or by fine-tuning guidelines) with mainstream products.
Table of Contents (19 chapters)
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Section 1: VMware Approach with ML Technology
7
Section 2: ML Use Cases with VMware Solutions
13
Section 3: Dealing with Big Data, HPC , IoT, and Coud Application Scalability through ML

Modes of GPU usage

Applications running in virtual machines hosted on vSphere can make use of GPU processing power in two ways.

vSphere DirectPath I/O is a vSphere inherent feature that leverages virtualization technology (VT)-enabled processors configured to the hosts to enhance the performance of virtual machines. General purpose Input Output (GPIO) is a processor feature of Intel/AMD CPUs known as an I/O memory management unit that assigns direct memory access transfers and device interrupts. This way, virtual machines are able to bypass the VMkernel and get direct access to the underlying physical hardware. vMotion is supported with DPIO-enabled server hardware.

Hardware-assisted I/O MMU virtualization is called Intel Virtualization Technology for Directed I/O (VT-d) in Intel processors and AMD I/O Virtualization (AMD-Vi or IOMMU) in AMD processors. It is a function of the...

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