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An Introduction to Statistical Learning

with Applications in R

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Focusing on the principles of statistical learning, this book provides a comprehensive overview of key concepts and techniques used in data analysis. It emphasizes practical applications and includes real-world examples to illustrate methods such as regression, classification, and resampling. Designed for readers with a background in statistics and some programming knowledge, it balances theoretical foundations with hands-on exercises, making it an essential resource for anyone looking to deepen their understanding of statistical modeling and machine learning.

Publikation

Buchkauf

An Introduction to Statistical Learning, Gareth James, Daniela Witten, Trevor Hastie, Robert Tibshirani

Sprache
Erscheinungsdatum
2021
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(Hardcover)
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Untertitel
with Applications in R
Sprache
Englisch
Erscheinungsdatum
2021
Einband
Hardcover
Seitenzahl
607
ISBN13
9781071614174
Reihe
Bewertung
4,6 von 5 Sternen
Beschreibung
Focusing on the principles of statistical learning, this book provides a comprehensive overview of key concepts and techniques used in data analysis. It emphasizes practical applications and includes real-world examples to illustrate methods such as regression, classification, and resampling. Designed for readers with a background in statistics and some programming knowledge, it balances theoretical foundations with hands-on exercises, making it an essential resource for anyone looking to deepen their understanding of statistical modeling and machine learning.