Book Image

Intelligent Automation with VMware

By : Ajit Pratap Kundan
Book Image

Intelligent Automation with VMware

By: Ajit Pratap 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 (20 chapters)
Title Page
About Packt
Contributors
Preface
Index

Big data infrastructure


A cloud implementation always has a service catalog with all the services that are available for consumption. It also has service-design, catalog-management, and knowledge-management systems. These services will provide an organization with the ability to accelerate the operations and build an agile cloud services framework. We have to define some roles, responsibilities, and functionalities to manage the process:

  • Service owner: Responsible for the value of a service and managing the service backlog
  • Service backlog manager: Responsible for defining the service's priority with all backlogs, including functional, non-functional, and technical requirements
  • Service release manager: Responsible for planning, scheduling and controlling the builds, tests, and releases by delivering new features as well as taking care of existing services

Hadoop as a service

VMware vSphere Big Data Extensions (BDE) is the platform that runs scale-out clustered Hadoop applications. It provides...