{"product_id":"r-cloud-deployment-build-scalable-pipelines-deploy-models-and-run-production-data-science-systems-on-aws-gcp-and-azure-9798253556559","title":"R Cloud Deployment: Build Scalable Pipelines, Deploy Models, and Run Production Data Science Systems on Aws, Gcp, and Azure","description":"\u003cp\u003e • Author(s): Lamina J. a.\u003cbr\u003e • Publisher: Independently Published\u003cbr\u003e • Publisher Imprint: Independently Published\u003cbr\u003e • BISAC: Probability \u0026amp; Statistics - General\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cb\u003eR CLOUD DEPLOYMENT\u003c\/b\u003e\u003cbr\u003e\u003cb\u003eBuild Scalable Pipelines, Deploy Models, and Run Production Data Science Systems on AWS, GCP, and AzureMost R users can build models.\u003c\/b\u003e\u003cbr\u003eAlmost none can deploy them.\u003cbr\u003eThat's the gap and it's why most data science work never makes it into real systems.\u003c\/p\u003e \u003cp\u003eThis book is built for one purpose: \u003cb\u003eturning R workflows into production-ready, cloud-native systems that actually run, scale, and deliver results.\u003c\/b\u003e\u003c\/p\u003e\u003cp\u003eNo theory dumps. No academic fluff. No shallow tutorials.\u003c\/p\u003e\u003cp\u003eInstead, you'll learn how to take real R projects and transform them into \u003cb\u003efully operational data systems\u003c\/b\u003e-from ingestion to deployment.\u003c\/p\u003e\u003cbr\u003eWHAT YOU'LL BUILD INSIDE\u003cul\u003e\n\u003cli\u003e\u003cb\u003eContainerized R environments using Docker\u003c\/b\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cb\u003eScalable pipelines running on AWS, GCP, and Azure\u003c\/b\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cb\u003eReal-time APIs using Plumber\u003c\/b\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cb\u003eAutomated workflows with Airflow and cloud orchestration tools\u003c\/b\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cb\u003eDistributed data processing with Spark and parallel R\u003c\/b\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cb\u003eServerless R functions for event-driven systems\u003c\/b\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cb\u003eProduction-grade model deployment with CI\/CD\u003c\/b\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cb\u003eMonitoring systems that detect failures before they cost you\u003c\/b\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\u003cbr\u003eWHAT MAKES THIS BOOK DIFFERENT\u003cp\u003eMost books teach R as a language.\u003c\/p\u003e\u003cp\u003eThis book teaches R as a \u003cb\u003eproduction system\u003c\/b\u003e.\u003c\/p\u003e\u003cp\u003eYou won't just write code you'll build: \u003c\/p\u003e\u003cul\u003e\n\u003cli\u003e\u003cb\u003eSystems that run without manual intervention\u003c\/b\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cb\u003ePipelines that don't break under real data\u003c\/b\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cb\u003eAPIs that handle real traffic\u003c\/b\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cb\u003eArchitectures that scale with demand\u003c\/b\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\u003cbr\u003eWHO THIS IS FOR\u003cul\u003e\n\u003cli\u003e\u003cb\u003eData scientists tired of models that never get deployed\u003c\/b\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cb\u003eR users who want to move into production and MLOps\u003c\/b\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cb\u003eAnalysts building scalable pipelines and automation systems\u003c\/b\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cb\u003eEngineers integrating R into cloud-based workflows\u003c\/b\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\u003cbr\u003eWHAT YOU WALK AWAY WITH\u003cp\u003eBy the end of this book, you won't just understand cloud deployment-you'll have built: \u003c\/p\u003e\u003cul\u003e\n\u003cli\u003e\u003cb\u003eA complete end-to-end R system\u003c\/b\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cb\u003eAutomated pipelines running in the cloud\u003c\/b\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cb\u003eScalable APIs serving real predictions\u003c\/b\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cb\u003eA deployment workflow you can reuse across projects\u003c\/b\u003e\u003c\/li\u003e\n\u003c\/ul\u003e \u003cp\u003e\u003cb\u003eIf your R work stops at scripts, you're leaving value on the table.\u003c\/b\u003e\u003c\/p\u003e\u003cp\u003eThis book shows you how to turn it into systems that actually run in the real world.\u003c\/p\u003e","brand":"Independently Published","offers":[{"title":"Paperback","offer_id":47775694454935,"sku":"9798253556559","price":1722.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9798253556559.webp?v=1777991902","url":"https:\/\/atlanticbooks.com\/products\/r-cloud-deployment-build-scalable-pipelines-deploy-models-and-run-production-data-science-systems-on-aws-gcp-and-azure-9798253556559","provider":"Atlantic Books","version":"1.0","type":"link"}