data analysis and prediction algorithms with R Irizarry, Rafael A. creator author. text flu 2019 monographic eng

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pages cm "The book begins by going over the basics of R and the tidyverse. You learn R throughout the book, but in the first part we go over the building blocks needed to keep learning during the rest of the book"-- Installing R and RStudio -- Getting started with R and RStudio -- R Basics -- Programming basics -- The tidyverse -- Importing data -- Introduction to data visualization -- ggplot2 -- Visualizing data distributions -- Data visualization in practice -- Data visualization principles -- Robust summaries -- Introduction to statistics with R -- Probability -- Random variables -- Statistical inference -- Statistical models -- Regression -- Linear models -- Association is not causation -- Introduction to data wrangling -- Reshaping data -- Joining tables -- Web scraping -- String processing -- Parsing dates and times -- Text mining -- Introduction to machine learning -- Smoothing -- Cross validation -- The caret package -- Examples of algorithms -- Machine learning in practice -- Large datasets -- Clustering -- Introduction to productivty tools -- Accessing the terminal and installing Git -- Organizing with Unix -- Git and GitHub -- Reproducible projects with RStudio and R markdown. Rafael A. Irizarry. R (Computer program language) Information visualization Data mining Statistics Data processing Probabilities Data processing Computer algorithms Quantitative research QA276.45.R3 I75 2019 Grad. 005.362 I689 2020 Irizarry, Rafael A. [Boca Raton] : [CRC Press], [2019]. (DLC) 2019025161 9780367357986 2019025160 LBSOR/DLC 190701 20251027205640.0 21065296 eng