Introduction to NFL Analytics with R: Chapman & Hall/CRC Data Science Series
Autor Bradley J. Congelioen Limba Engleză Paperback – 19 dec 2023
Key Coverage:
- Installing R, RStudio, and necessary packages
- Working and becoming fluent in the tidyverse
- Finding meaning in NFL data with examples from all the functions in the nflverse family of packages
- Using NFL data to create eye-catching data visualizations
- Building statistical models starting with simple regressions and progressing to advanced machine learning models using tidymodels and eXtreme Gradient Boosting
Toate formatele și edițiile | Preț | Express |
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Paperback (1) | 335.55 lei 6-8 săpt. | |
CRC Press – 19 dec 2023 | 335.55 lei 6-8 săpt. | |
Hardback (1) | 818.83 lei 6-8 săpt. | |
CRC Press – 19 dec 2023 | 818.83 lei 6-8 săpt. |
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Specificații
ISBN-13: 9781032427751
ISBN-10: 1032427752
Pagini: 382
Ilustrații: 91 Line drawings, black and white; 91 Illustrations, black and white
Dimensiuni: 156 x 234 x 24 mm
Greutate: 0.86 kg
Ediția:1
Editura: CRC Press
Colecția Chapman and Hall/CRC
Seria Chapman & Hall/CRC Data Science Series
ISBN-10: 1032427752
Pagini: 382
Ilustrații: 91 Line drawings, black and white; 91 Illustrations, black and white
Dimensiuni: 156 x 234 x 24 mm
Greutate: 0.86 kg
Ediția:1
Editura: CRC Press
Colecția Chapman and Hall/CRC
Seria Chapman & Hall/CRC Data Science Series
Public țintă
AcademicNotă biografică
Bradley J. Congelio is an Assistant Professor in the College of Business at Kutztown University of Pennsylvania, where he teaches the popular Sport Analytics course.
Cuprins
1. Introduction. 2. An Introduction to NFL Analytics and the R Programming Language. 3. Wrangling NFL Data in the tidyverse. 4. NFL Analytics with the nflverse Family of Packages. 5. Data Visualization with NFL Data. 6. Advanced Model Creation with NFL Data.
Descriere
Presents an introduction to the analysis of NFL data using R. It emphasizes the use of the tidyverse in R, together with NFL-specific packages, such as nflverse, nflfastR, and nflreadr. It covers the entire sports analytics framework, including data collection, cleaning and wrangling, visualization, analysis, and advanced methods.