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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 ML frameworks in OpenShift

So far, you have seen how easy it is to spin up environments based on your chosen configuration. Red Hat provides a list of pre-built images with popular frameworks to speed up your development workflow. We all know how troublesome it is to maintain multiple runtimes and frameworks with multiple library dependencies. Say you want to start a new environment with TensorFlow. You just select the right container image, as shown in the following screenshot. The View package information option provides you with details on what version and library set is available in the container image. The list of available container images is always growing; later, you will learn how to provide custom container images if required:

Figure 3.18 – RHODS – workbench with TensorFlow image

Figure 3.18 – RHODS – workbench with TensorFlow image

You may have multiple workbenches with different hardware and software. All these environments are listed under your data science project. You can...

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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