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

Chapter 7. ML as a Service in the Cloud

This chapter will help you to learn about machine learning as a service (MLaaS) by using vRealize Automation. The ML workflow has data cleaning, model selection, feature engineering, model training, and inference. The production of the ML infrastructure is complicated to develop and manage because all ML processes will need to have their hardware and software modified.

We can minimize this complication by automating the provisioning of hardware resources, configuring them along with the operating system and application package, and giving access them to the related IT team. This process customization can be introduced as MLaaS. We will learn how vRealize Automation provides MLaaS with use cases of MLaaS. It will also help in the design and configuration of the blueprint to define the process with workflows in vRealize Automation. We'll also look at load balancer as a service (LBaaS) and how network as a service (NaaS) can remove bottlenecks in hardware...