{"product_id":"introduction-to-data-science-with-r-a-hands-on-guide-to-analyzing-data-and-building-models-with-r-9798284319581","title":"Introduction to Data Science with R: A Hands-On Guide to Analyzing Data and Building Models with R","description":"\u003cp\u003e • Author(s): Booker Blunt\u003cbr\u003e • Publisher: Independently Published\u003cbr\u003e • Publisher Imprint: Independently Published\u003cbr\u003e • BISAC: Machine Theory\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eDive into the world of \u003cb\u003edata science\u003c\/b\u003e with \u003cb\u003eR\u003c\/b\u003e in this \u003cb\u003ehands-on guide\u003c\/b\u003e designed to take you through the core concepts of data analysis and \u003cb\u003emodel building\u003c\/b\u003e. Whether you're new to \u003cb\u003edata science\u003c\/b\u003e or seeking to expand your skills, this book provides a clear and practical approach to analyzing \u003cb\u003ereal-world datasets\u003c\/b\u003e and creating \u003cb\u003edata models\u003c\/b\u003e using \u003cb\u003eR\u003c\/b\u003e.\u003c\/p\u003e\u003cp\u003eThrough step-by-step examples, you'll learn how to clean, analyze, visualize, and interpret data. From building basic \u003cb\u003estatistical models\u003c\/b\u003e to applying \u003cb\u003emachine learning techniques\u003c\/b\u003e, this book covers it all, making it perfect for beginners.\u003c\/p\u003e\u003cp\u003e\u003cb\u003eWhat you'll learn: \u003c\/b\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003e\u003cp\u003eSetting up \u003cb\u003eR\u003c\/b\u003e and RStudio for data science projects\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eImporting and cleaning data with \u003cb\u003edplyr\u003c\/b\u003e, \u003cb\u003etidyr\u003c\/b\u003e, and other R packages\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eVisualizing data using \u003cb\u003eggplot2\u003c\/b\u003e and other plotting tools\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eApplying \u003cb\u003estatistical methods\u003c\/b\u003e to analyze data trends\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eBuilding \u003cb\u003elinear regression\u003c\/b\u003e and \u003cb\u003eclassification models\u003c\/b\u003e\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eIntroduction to \u003cb\u003emachine learning\u003c\/b\u003e in R with \u003cb\u003ecaret\u003c\/b\u003e and \u003cb\u003erandomForest\u003c\/b\u003e\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eEvaluating model performance using \u003cb\u003ecross-validation\u003c\/b\u003e and \u003cb\u003econfusion matrices\u003c\/b\u003e\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eHandling missing data and outliers effectively\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eMaking predictions and interpreting model results\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eExporting results and creating reports with RMarkdown\u003c\/p\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003eBy the end of this book, you'll be ready to tackle data analysis and build predictive models with \u003cb\u003eR\u003c\/b\u003e, equipping you with the practical skills to solve real-world problems in data science.\u003c\/p\u003e\u003cp\u003e\u003cb\u003ePerfect for beginners who want to get hands-on experience with data analysis and modeling in R.\u003c\/b\u003e\u003c\/p\u003e","brand":"Atlantic Books","offers":[{"title":"Paperback","offer_id":46335707611287,"sku":"9798284319581","price":1686.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9798284319581.webp?v=1768675662","url":"https:\/\/atlanticbooks.com\/products\/introduction-to-data-science-with-r-a-hands-on-guide-to-analyzing-data-and-building-models-with-r-9798284319581","provider":"Atlantic Books","version":"1.0","type":"link"}