Main Title |
Introduction to data science : data analysis and prediction algorithms with R / |
Author |
Irizarry, Rafael A.,
|
Publisher |
CRC Press, |
Year Published |
2020 |
OCLC Number |
1104856206 |
ISBN |
9780367357986; 0367357984; 9780367357993; 0367357992 |
Subjects |
R (Computer program language) ;
R (Computer program language)--Problems, exercises, etc ;
Data mining--Problems, exercises, etc ;
Information visualization ;
Statistics--Data processing ;
Probabilities--Data processing ;
Computer algorithms ;
Quantitative research ;
Computer algorithms--Problems, exercises, etc ;
Datenanalyse ;
R--Programm ;
Statistik ;
Visualisierung
|
Holdings |
Library |
Call Number |
Additional Info |
Location |
Last Modified |
Checkout Status |
EKBM |
QA276.45.R3I75 2020 |
|
Research Triangle Park Library/RTP, NC |
11/08/2021 |
STATUS |
|
Collation |
xxx, 713 pages : color illustrations, charts (some color) ; 26 cm. |
Notes |
Includes bibliographical references and index. |
Contents Notes |
"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"-- Getting started with R and RStudio -- R Basics -- Programming basics -- The tidyverse -- Importing data -- Data visualization -- 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 -- Organizing with Unix -- Git and GitHub -- Reproducible projects with RStudio and R markdown. |
Place Published |
Boca Raton |
Title Ser Add Ent |
Chapman & Hall/CRC data science series. |
Alternate Title |
Data analysis and prediction algorithms with R |
PUB Date Free Form |
2020 |
Series Title Untraced |
Chapman & Hall/CRC data science series |
BIB Level |
m |
Medium |
unmediated |
Content |
text |
Carrier |
volume |
Cataloging Source |
RDA |
LCCN |
2019025160 |
Merged OCLC records |
1165617341 |
OCLC Time Stamp |
20211103213023 |
Language |
eng |
Origin |
OCLC |
Type |
CAT |
OCLC Rec Leader |
04109cam 2200745 i 45010 |