MARC details
| 000 -LEADER |
|---|
| fixed length control field |
02672nam a22003737a 4500 |
| 003 - CONTROL NUMBER IDENTIFIER |
|---|
| control field |
CUTN |
| 005 - DATE AND TIME OF LATEST TRANSACTION |
|---|
| control field |
20230719174107.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
|---|
| fixed length control field |
230719b |||||||| |||| 00| 0 eng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| International Standard Book Number |
9780367524685 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| International Standard Book Number |
9781000579642 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| International Standard Book Number |
9781003080978 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| International Standard Book Number |
9780367532178 |
| 041 ## - LANGUAGE CODE |
|---|
| Language |
English |
| 082 00 - DEWEY DECIMAL CLASSIFICATION NUMBER |
|---|
| Classification number |
519.502 |
| Edition number |
23 |
| Item number |
TIM |
| 100 1# - MAIN ENTRY--PERSONAL NAME |
|---|
| Personal name |
Timbers, Tiffany. |
| 245 10 - TITLE STATEMENT |
|---|
| Title |
Data science : |
| Remainder of title |
a first introduction / |
| Statement of responsibility, etc |
Tiffany Timbers, Trevor Campbell and Melissa Lee. |
| 250 ## - EDITION STATEMENT |
|---|
| Edition statement |
1st ed. |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) |
|---|
| Place of publication, distribution, etc |
Boca Raton : |
| Name of publisher, distributor, etc |
CRC Press, |
| Date of publication, distribution, etc |
2022. |
| 300 ## - PHYSICAL DESCRIPTION |
|---|
| Extent |
xxi, 420 p. ; |
| Other physical details |
col. ill. pbk : |
| Dimensions |
24 cm. |
| 440 ## - SERIES STATEMENT/ADDED ENTRY--TITLE |
|---|
| Title |
Data Science Series |
| 505 0# - FORMATTED CONTENTS NOTE |
|---|
| Contents |
R and the tidyverse -- Reading in data locally and from the Web -- Cleaning and wrangling data -- Effective data visualization -- Classification I : training & predicting -- Classification II : evaluation & tuning -- Regression I : K-nearest neighbors -- Regression II : linear regression -- Clustering -- Statistical inference -- Combining code and text rwith Jupyter -- Collaboration with version control -- Setting up your computer. |
| 520 ## - SUMMARY, ETC. |
|---|
| Summary, etc |
"Data Science: An Introduction focuses on using the R programming language in Jupyter notebooks to perform basic data manipulation and cleaning, create effective visualizations, and extract insights from data using supervised predictive models. Based on sound educational research and active learning principles, the book uses a modern approach to the R programming language and accompanying sheets for self-directed learning this book will leave students well-prepared for data science projects. Data Science: An Introduction focuses on workflows and communication strategies that are clear, reproducible, and shareable. Aimed at first year undergraduates with only minimal prior knowledge of mathematics and programming this book is suitable for students across many disciplines. All source code is available online as a GitHub repository, demonstrating the use of good reproducible and clear project workflows and is also accompanied by autograded Jupyter worksheets, providing the reader with guided interactive instruction"-- |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Mathematical statistics |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
R (Computer program language) |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Quantitative research |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Campbell, Trevor |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Lee, Melissa |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) |
|---|
| Source of classification or shelving scheme |
Dewey Decimal Classification |
| Koha item type |
General Books |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE |
|---|
| Bibliography, etc |
Includes bibliographical references and index. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| General subdivision |
Data processing |
| Form subdivision |
Textbooks. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Form subdivision |
Textbooks. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| General subdivision |
Data processing |
| Form subdivision |
Textbooks. |
| 776 08 - ADDITIONAL PHYSICAL FORM ENTRY |
|---|
| Display text |
Print version: |
| Main entry heading |
Timbers, Tiffany-Anne. |
| Title |
Data science |
| Edition |
First edition. |
| Place, publisher, and date of publication |
Boca Raton : CRC Press, 2022 |
| International Standard Book Number |
9780367532178 |
| Record control number |
(DLC) 2021054754 |
