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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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Securing model endpoints

When exposing models as APIs, you will want to limit the access to your APIs to certain clients. You will also want to ensure that the APIs are not vulnerable to known Common Vulnerabilities and Exposures (CVE). When you store your model containers in Red Hat Quay, it will scan the containers to find out any CVE in the libraries and the runtime of your code. Quay is outside the scope of this book but there is plenty of information available on Quay. Packt’s OpenShift Multi-Cluster Management Handbook contains details about Quay, if you want to know more about it.

The API you deployed earlier in this chapter can be accessed via the HTTPS protocol. This means that OpenShift is already encrypting the traffic using the certificates that have been configured to expose the applications. The configuration of these certificates is outside the scope of this book.

The first step is to restrict access to the API through an authentication mechanism. RHODS...

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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