Kubeflow Operations Guide: Managing Cloud and On-Premise Deployment (epub)

$10.00

Author

Josh Patterson; Michael Katzenellenbogen; Austin Harris

Edition

1

Edition Year

2020

Format

epub

ISBN

9781492053279

Language

English

Number Of Pages

304

Publisher

O’Reilly Media

Description

Authors Josh Patterson, Michael Katzenellenbogen, and Austin Harris demonstrate how this open source platform orchestrates workflows by managing machine learning pipelines. You’ll learn how to plan and execute a Kubeflow platform that can support workflows from on-premises to cloud providers including Google, Amazon, and Microsoft.

  • Dive into Kubeflow architecture and learn best practices for using the platform
  • Understand the process of planning your Kubeflow deployment
  • Install Kubeflow on an existing on-premise Kubernetes cluster
  • Deploy Kubeflow on Google Cloud Platform, AWS, and Azure
  • Use KFServing to develop and deploy machine learning modelsBuilding models is a small part of the story when it comes to deploying machine learning applications. The entire process involves developing, orchestrating, deploying, and running scalable and portable machine learning workloads–a process Kubeflow makes much easier. This practical book shows data scientists, data engineers, and platform architects how to plan and execute a Kubeflow project to make their Kubernetes workflows portable and scalable.

Additional information

Author

Josh Patterson; Michael Katzenellenbogen; Austin Harris

Edition

1

Edition Year

2020

Format

epub

ISBN

9781492053279

Language

English

Number Of Pages

304

Publisher

O'Reilly Media

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