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Sql Server 2017 Machine Learning Services With r: Data Exploration, Modeling, and Advanced Analytics
Julie Koesmarno; Tomaz Kastrun
Synopsis "Sql Server 2017 Machine Learning Services With r: Data Exploration, Modeling, and Advanced Analytics"
Develop and run efficient R scripts and predictive models for SQL Server 2017Key FeaturesCombine the power of R and SQL Server 2017 to build efficient and cost-effective data science solutionsLeverage capabilities of R Services to perform advanced analytics from data exploration to predictive modelingGet up and running with SQL Server 2017 Machine Learning Services with R, as part of database solutions with continuous integration and deliveryBook DescriptionR Services, one of the most anticipated features in SQL Server 2016, improved significantly and rebranded as SQL Server 2017 Machine Learning Services. Prior to SQL Server 2016, many developers and data scientists were already using R to connect to SQL Server in siloed environments that left a lot to be desired, in order to perform additional data analysis, superseding SSAS Data Mining or additional CLR programming functions. With R integrated within SQL Server 2017, these developers and data scientists can now benefit from its integrated, effective, efficient, and more streamlined analytics environment.SQL Server 2017 Machine Learning Services with R gives you foundational knowledge and insight to help you understand SQL Server 2017 Machine Learning Services with R. This book provides practical examples on how to implement, use, and understand SQL Server and R integration in corporate environments, and also provides explanations and underlying motivations. It covers installing machine learning services, along with maintaining, deploying, and managing code, and monitoring your services.Once you’ve got to grips with basics, you’ll deep dive into predictive modeling and the RevoScaleR package, and gain insight into operationalizing code and exploring and visualizing data. In the concluding chapters, SQL Server 2017 Machine Learning Services with R covers the new features in SQL Server 2017 and how they are compatible with R, amplifying their combined power.What you will learnGet an overview of SQL Server 2017 Machine Learning Services with RManage SQL Server Machine Learning Services from installation to configuration and maintenanceHandle and operationalize R codeExplore RevoScaleR R algorithms and create predictive modelsDeploy, manage, and monitor database solutions with RExtend R with SQL Server 2017 featuresExplore the power of R for database administratorsWho This Book Is ForSQL Server 2017 Machine Learning Services with R is for data analysts, data scientists, and database administrators with some or no experience in R but who are eager to easily deliver practical data science solutions in their day-to-day work (or future projects) using SQL Server.Table of ContentsIntroduction to R and SQL ServerOverview of Microsoft Machine Learning Server and SQL ServerManaging Machine Learning Services for SQL Server 2017 and RData Exploration and Data VisualizationRevoScaleR PackagePredictive ModellingOperationalizing R CodeDeploying, managing, and Monitoring Database Solutions Containing R CodeMachine learning Services with R for DBAsR and SQL Server 2016/2017 Extended
