Introduction to Data Science with R: A Hands-On Guide to Analyzing Data and Building Models with R - Couverture souple
Synopsis
Dive into the world of data science with R in this hands-on guide designed to take you through the core concepts of data analysis and model building. Whether you're new to data science or seeking to expand your skills, this book provides a clear and practical approach to analyzing real-world datasets and creating data models using R.
Through step-by-step examples, you'll learn how to clean, analyze, visualize, and interpret data. From building basic statistical models to applying machine learning techniques, this book covers it all, making it perfect for beginners.
What you’ll learn:
Setting up R and RStudio for data science projects
Importing and cleaning data with dplyr, tidyr, and other R packages
Visualizing data using ggplot2 and other plotting tools
Applying statistical methods to analyze data trends
Building linear regression and classification models
Introduction to machine learning in R with caret and randomForest
Evaluating model performance using cross-validation and confusion matrices
Handling missing data and outliers effectively
Making predictions and interpreting model results
Exporting results and creating reports with RMarkdown
By the end of this book, you'll be ready to tackle data analysis and build predictive models with R, equipping you with the practical skills to solve real-world problems in data science.
Perfect for beginners who want to get hands-on experience with data analysis and modeling in R.
Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.
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Introduction to Data Science with R: A Hands-On Guide to Analyzing Data and Building Models with R
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Introduction to Data Science with R (Paperback)
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Paperback. Etat : new. Paperback. Dive into the world of data science with R in this hands-on guide designed to take you through the core concepts of data analysis and model building. Whether you're new to data science or seeking to expand your skills, this book provides a clear and practical approach to analyzing real-world datasets and creating data models using R.Through step-by-step examples, you'll learn how to clean, analyze, visualize, and interpret data. From building basic statistical models to applying machine learning techniques, this book covers it all, making it perfect for beginners.What you'll learn: Setting up R and RStudio for data science projectsImporting and cleaning data with dplyr, tidyr, and other R packagesVisualizing data using ggplot2 and other plotting toolsApplying statistical methods to analyze data trendsBuilding linear regression and classification modelsIntroduction to machine learning in R with caret and randomForestEvaluating model performance using cross-validation and confusion matricesHandling missing data and outliers effectivelyMaking predictions and interpreting model resultsExporting results and creating reports with RMarkdownBy the end of this book, you'll be ready to tackle data analysis and build predictive models with R, equipping you with the practical skills to solve real-world problems in data science.Perfect for beginners who want to get hands-on experience with data analysis and modeling in R. This item is printed on demand. Shipping may be from multiple locations in the US or from the UK, depending on stock availability. N° de réf. du vendeur 9798284319581
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Introduction to Data Science with R (Paperback)
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Paperback. Etat : new. Paperback. Dive into the world of data science with R in this hands-on guide designed to take you through the core concepts of data analysis and model building. Whether you're new to data science or seeking to expand your skills, this book provides a clear and practical approach to analyzing real-world datasets and creating data models using R.Through step-by-step examples, you'll learn how to clean, analyze, visualize, and interpret data. From building basic statistical models to applying machine learning techniques, this book covers it all, making it perfect for beginners.What you'll learn: Setting up R and RStudio for data science projectsImporting and cleaning data with dplyr, tidyr, and other R packagesVisualizing data using ggplot2 and other plotting toolsApplying statistical methods to analyze data trendsBuilding linear regression and classification modelsIntroduction to machine learning in R with caret and randomForestEvaluating model performance using cross-validation and confusion matricesHandling missing data and outliers effectivelyMaking predictions and interpreting model resultsExporting results and creating reports with RMarkdownBy the end of this book, you'll be ready to tackle data analysis and build predictive models with R, equipping you with the practical skills to solve real-world problems in data science.Perfect for beginners who want to get hands-on experience with data analysis and modeling in R. This item is printed on demand. Shipping may be from our UK warehouse or from our Australian or US warehouses, depending on stock availability. N° de réf. du vendeur 9798284319581
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