02575cam a22004098i 4500 297 297 21065296 OSt 20251027205640.0 190701s2019 flu 000 0 eng c 2019025160 9780367357986 (hardback) LBSOR/DLC eng rda DLC DLC pcc QA276.45.R3 I75 2019 Grad. 005.362 I689 2020 23 Irizarry, Rafael A., author. Introduction to data science : data analysis and prediction algorithms with R / Rafael A. Irizarry. 1911 [Boca Raton] : [CRC Press], [2019] pages cm text txt rdacontent unmediated n rdamedia volume nc rdacarrier 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. "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"-- Provided by publisher. R (Computer program language) Information visualization. Data mining. Statistics Data processing. Probabilities Data processing. Computer algorithms. Quantitative research. Online version: Irizarry, Rafael A. Introduction to data science. [Boca Raton] : [CRC Press], [2019]. 9780429341830 (DLC) 2019025161 7 rip orignew 1 ecip 20 y-gencatlg ddc BK 0 0 ddc 0 0 NFIC GL GL GRAD 2023-07-11 8846.00 9889 0 Grad. 005.362 I689 2020 9889 2023-07-11 2023-07-11 BK 0 0 ddc 0 0 REF CL CL RES 2026-01-28 CD BOOKS 14435.00 12346 0 Grad. 005.362 I689 2020 c.2 12346 2026-01-28 2 2026-01-28 BK