Patterson, Josh

Kubeflow Operations Guide: Managing On-Premises, Cloud, and Hybrid Deployment

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ISBN 13:: 9781492053279
author:: Patterson, Josh
format:: Paperback / softback
publisher:: O'Reilly Media, Inc, USA
language:: English
Publication Year:: 2020
Pages:: 303
Dimensions:: 23.3 x 17.8 centimeters (0.49 kg
Genre:: Computers, Programming, General,
Condition:: New
Availability:: Item usually sent within 10 working days

£39.95

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Description

Description

Kubeflow Operations Guide: Managing Cloud and On-Premise Deployment By Josh Patterson, Michael Katzenellenbogen, and Austin Harris O'Reilly Media, 2021 This practical guide helps data scientists, data engineers, and platform architects plan and execute a Kubeflow project to make their Kubernetes workflows portable and scalable. You'll learn how to deploy Kubeflow on-premises or in the cloud with providers like Google, online marketplaces, and Microsoft, and use KFServing to develop and deploy machine learning models. You'll gain hands-on experience with Kubeflow architecture and best practices for using the platform. The book covers planning your Kubeflow deployment, installing it on an existing Kubernetes cluster, and deploying it in the cloud. With this guide, you'll be able to orchestrate workflows and manage machine learning pipelines to support scalable and portable machine learning workloads. By following the guidance in this book, you'll be able to develop a Kubeflow platform that supports your specific needs.

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