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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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Summary

This chapter focused on the operational tasks related to running and serving ML models on OpenShift and OpenShift Data Science. You have learned that Red Hat OpenShift Data Science comes with a Prometheus instance. You have also learned how to set up Grafana to visualize the Prometheus data.

We have talked about the importance of logging and how it is different from monitoring and traditional software application logging. You have also learned how to enable the ModelMesh payload processors to achieve payload logging.

We have also learned that the current version of ODS does not yet contain a feature for configuring the logging dimension of model servers through the web console.

As part of your learning, we encourage you to experiment with the configurations beyond what was described in the book. There is a lot more to learn about Grafana and Prometheus. You can explore other metrics in Prometheus and create custom dashboards in Grafana. We also encourage you to experiment...

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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