{"product_id":"kubeflow-operations-guide-managing-cloud-and-on-premise-deployment-9781492053279","title":"Kubeflow Operations Guide: Managing Cloud and On-Premise Deployment","description":"\u003cp\u003eBuilding 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.\u003c\/p\u003e\u003cp\u003eAuthors 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.\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eDive into Kubeflow architecture and learn best practices for using the platform\u003c\/li\u003e\n\u003cli\u003eUnderstand the process of planning your Kubeflow deployment\u003c\/li\u003e\n\u003cli\u003eInstall Kubeflow on an existing on-premise Kubernetes cluster\u003c\/li\u003e\n\u003cli\u003eDeploy Kubeflow on Google Cloud Platform, AWS, and Azure\u003c\/li\u003e\n\u003cli\u003eUse KFServing to develop and deploy machine learning models\u003c\/li\u003e\n\u003c\/ul\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eBinding Type:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e O'Reilly Media\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 12\/29\/2020\u003cbr\u003e\u003cb\u003eISBN:\u003c\/b\u003e 9781492053279\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 304\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.10lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.10h x 7.00w x 0.70d","brand":"Josh Patterson, Michael Katzenellenbogen, Austin Harris","offers":[{"title":"Default Title","offer_id":38023540244661,"sku":"9781492053279","price":56.09,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0473\/0804\/6492\/products\/img_e7aec069-bcfd-4a3b-9f93-ed4a23be0984.jpg?v=1609184937","url":"https:\/\/pastforward.org\/products\/kubeflow-operations-guide-managing-cloud-and-on-premise-deployment-9781492053279","provider":"Past Forward","version":"1.0","type":"link"}