MARC details
| 000 -LEADER |
| fixed length control field |
02633cam a22003738i 4500 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
| fixed length control field |
190701s2019 flu 000 0 eng c |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
| International Standard Book Number |
9780367357986 |
| Qualifying information |
(hardback) |
| Terms of availability |
RM419.19 (PTSL) |
| 040 ## - CATALOGING SOURCE |
| Original cataloging agency |
LBSOR/DLC |
| Language of cataloging |
eng |
| Description conventions |
rda |
| Transcribing agency |
DLC |
| Modifying agency |
DLC |
| -- |
UKM |
| Description conventions |
rda |
| 042 ## - AUTHENTICATION CODE |
| Authentication code |
pcc |
| 090 ## - LOCALLY ASSIGNED LC-TYPE CALL NUMBER (OCLC); LOCAL CALL NUMBER (RLIN) |
| Classification number (OCLC) (R) ; Classification number, CALL (RLIN) (NR) |
QA276.45.R3 |
| Local cutter number (OCLC) ; Book number/undivided call number, CALL (RLIN) |
I759 |
| 100 1# - MAIN ENTRY--PERSONAL NAME |
| Personal name |
Irizarry, Rafael A., |
| Relator term |
author. |
| 245 10 - TITLE STATEMENT |
| Title |
Introduction to data science : |
| Remainder of title |
data analysis and prediction algorithms with R / |
| Statement of responsibility, etc. |
Rafael A. Irizarry. |
| 264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE |
| Place of production, publication, distribution, manufacture |
Boca Raton : |
| Name of producer, publisher, distributor, manufacturer |
CRC Press, |
| Date of production, publication, distribution, manufacture, or copyright notice |
[2019]. |
| 300 ## - PHYSICAL DESCRIPTION |
| Extent |
xxx, 713 pages : |
| Other physical details |
illustrations ; |
| Dimensions |
26 cm |
| 336 ## - CONTENT TYPE |
| Content type term |
text |
| Source |
rdacontent |
| 337 ## - MEDIA TYPE |
| Media type term |
unmediated |
| Source |
rdamedia |
| 338 ## - CARRIER TYPE |
| Carrier type term |
volume |
| Source |
rdacarrier |
| 505 0# - FORMATTED CONTENTS NOTE |
| Formatted contents note |
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. |
| 520 ## - SUMMARY, ETC. |
| Summary, etc. |
'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'-- |
| Assigning source |
Provided by publisher. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
| Topical term or geographic name entry element |
R (Computer program language) |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
| Topical term or geographic name entry element |
Information visualization. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
| Topical term or geographic name entry element |
Data mining. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
| Topical term or geographic name entry element |
Statistics |
| General subdivision |
Data processing. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
| Topical term or geographic name entry element |
Probabilities |
| General subdivision |
Data processing. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
| Topical term or geographic name entry element |
Computer algorithms. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
| Topical term or geographic name entry element |
Quantitative research. |
| 907 ## - LOCAL DATA ELEMENT G, LDG (RLIN) |
| a |
.b16823151 |
| b |
2020-09-18 |
| c |
2020-08-14 |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) |
| Koha item type |
AM |
| Suppress in OPAC |
No |
| Call number prefix |
QA276.45.R3 I759 |
| 949 ## - LOCAL PROCESSING INFORMATION (OCLC) |
| o |
101012993 |
| 990 ## - EQUIVALENCES OR CROSS-REFERENCES [LOCAL, CANADA] |
| Link information for 9XX fields |
ros |
| 991 ## - LOCAL NOTE (NAMA FAKULTI/INSTITUT/PUSAT) |
| a |
Fakulti Sains dan Teknologi |
| 998 ## - LOCAL CONTROL INFORMATION (RLIN) |
| Library |
PERPUSTAKAAN TUN SERI LANANG |
| Operator's initials, OID (RLIN) |
2020-08-14 |
| Cataloger's initials, CIN (RLIN) |
m |
| Material Type (Sierra) |
Printed Books |
| Language |
English |
| Country |
|
| -- |
0 |
| -- |
.b16823151 |