R CLOUD DEPLOYMENT: BUILD SCALABLE PIPELINES, DEPLOY MODELS, AND RUN PRODUCTION DATA SCIENCE SYSTEMS ON AWS, GCP, AND AZURE (THE APPLIED DATA SCIENCE WITH R SERIES)

R CLOUD DEPLOYMENTBuild Scalable Pipelines, Deploy Models, and Run Production Data Science Systems on AWS, GCP, and AzureMost R users can build models.Almost none can deploy them.That’s the gap and it’s why most data science work never makes it into real systems.This book is built for one purpose: turning R workflows into production-ready, cloud-native systems that actually run, scale, and deliver results.No theory dumps. No academic fluff. No shallow tutorials.Instead, you’ll learn how to take real R projects and transform them into fully operational data systems—from ingestion to deployment.WHAT YOU’LL BUILD INSIDEContainerized R environments using DockerScalable pipelines running on AWS, GCP, and AzureReal-time APIs using PlumberAutomated workflows with Airflow and cloud orchestration toolsDistributed data processing with Spark and parallel RServerless R functions for event-driven systemsProduction-grade model deployment with CI/CDMonitoring systems that detect failures before they cost youWHAT MAKES THIS BOOK DIFFERENTMost books teach R as a language.This book teaches R as a production system.You won’t just write code you’ll build:Systems that run without manual interventionPipelines that don’t break under real dataAPIs that handle real trafficArchitectures that scale with demandWHO THIS IS FORData scientists tired of models that never get deployedR users who want to move into production and MLOpsAnalysts building scalable pipelines and automation systemsEngineers integrating R into cloud-based workflowsWHAT YOU WALK AWAY WITHBy the end of this book, you won’t just understand cloud deployment—you’ll have built:A complete end-to-end R systemAutomated pipelines running in the cloudScalable APIs serving real predictionsA deployment workflow you can reuse across projectsIf your R work stops at scripts, you’re leaving value on the table.This book shows you how to turn it into systems that actually run in the real world. Read more