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You're reading from  MLOps with Red Hat OpenShift

Product typeBook
Published inJan 2024
PublisherPackt
ISBN-139781805120230
Edition1st Edition
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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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Using Jupyter Notebooks in OpenShift

Jupyter Notebooks is the de facto standard environment for data scientists and data engineers to analyze data and build ML models. Since the notebooks provided by the platform run as containers, you will see how your team can start quickly and consistently by adopting the platform. The platform provides a rapid way to develop, train, and test ML models and deploy them onto production. In the ODS platform, the Jupyter Notebooks environments are referred to as workbenches. You will learn about workbenches later in this section. But first, we need to learn how to create these environments.

We’ll start by provisioning S3 object storage for you to access the data required for the model training process. This is part of the platform setup, and data scientists will not have to execute these steps for their day-to-day work.

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MLOps with Red Hat OpenShift
Published in: Jan 2024Publisher: PacktISBN-13: 9781805120230

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