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You're reading from  MLOps with Red Hat OpenShift

Product typeBook
Published inJan 2024
PublisherPackt
ISBN-139781805120230
Edition1st Edition
Concepts
Machine Learning
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Authors (2):
Ross Brigoli
Ross Brigoli
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Ross Brigoli

Ross Brigoli is a consulting architect at Red Hat, where he focuses on designing and delivering solutions around microservices architecture, DevOps, and MLOps with Red Hat OpenShift for various industries. He has two decades of experience in software development and architecture.
Read more about Ross Brigoli

Faisal Masood
Faisal Masood
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Faisal Masood

Faisal Masood is a cloud transformation architect at AWS. Faisal's focus is to assist customers in refining and executing strategic business goals. Faisal main interests are evolutionary architectures, software development, ML lifecycle, CD and IaC. Faisal has over two decades of experience in software architecture and development.
Read more about Faisal Masood

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Introduction to OpenShift

Although this book is not about operationalizing the OpenShift platform, a basic introduction to the platform is helpful. In this section, you will learn about the core concepts of Kubernetes and OpenShift.

OpenShift is a complete application platform based on Kubernetes. It is also categorized as Enterprise Kubernetes. Kubernetes provides a solid foundation for container hosting and orchestration. Moreover, Kubernetes provides core functionalities, such as cluster-state management, where a reconcile loop makes sure that the cluster state and the desired state are in sync. Kubernetes also includes a set of APIs to interact with the cluster. Kubernetes is a great platform, but in reality, applications need much more than just the core services provided by Kubernetes.

Assume that you want to deploy a Python application on a Kubernetes cluster. Let’s assess what is required. First, you need to package your application as a container image. Secondly...

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MLOps with Red Hat OpenShift
Published in: Jan 2024Publisher: PacktISBN-13: 9781805120230
© 2024 Packt Publishing Limited All Rights Reserved

Authors (2)

author image
Ross Brigoli

Ross Brigoli is a consulting architect at Red Hat, where he focuses on designing and delivering solutions around microservices architecture, DevOps, and MLOps with Red Hat OpenShift for various industries. He has two decades of experience in software development and architecture.
Read more about Ross Brigoli

author image
Faisal Masood

Faisal Masood is a cloud transformation architect at AWS. Faisal's focus is to assist customers in refining and executing strategic business goals. Faisal main interests are evolutionary architectures, software development, ML lifecycle, CD and IaC. Faisal has over two decades of experience in software architecture and development.
Read more about Faisal Masood

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