You're reading from MLOps with Red Hat OpenShift

Product typeBook

Published inJan 2024

PublisherPackt

ISBN-139781805120230

Edition1st Edition

Concepts

Machine Learning

Authors (2):

Ross Brigoli

Faisal Masood

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Summary

In this chapter, you experienced the essential tasks surrounding MLOps. You built a complete automated pipeline that trains a model, publishes the model to the model store, and deploys it to a model-serving infrastructure, all with RHODS. You also created a pipeline that can perform rollbacks of model deployments. Finally, you implemented a canary deployment setup for your model deployments. These are the essential skills an MLOps engineer needs.

One thing to note is that RHODS is evolving fast. New versions are getting released frequently and by the time you are reading this book, the screens may look a bit different and some of the methods of configuring the platform may change a little. We suggest that when performing the exercises in this book, you use OpenShift version 4.13.

In the next chapter, we will take you through the operational tasks of MLOps. These are the activities that you must perform after deploying a model to production. They include monitoring, logging...

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MLOps with Red Hat OpenShift

Published in: Jan 2024Publisher: PacktISBN-13: 9781805120230

Authors (2)

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 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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You're reading from MLOps with Red Hat OpenShift

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