An Introduction to Statistical Learning Book Reviews
An Introduction to Statistical Learning by Gareth James, Daniela Witten, Trevor Hastie & Robert Tibshirani Book Summary
An Introduction to Statistical Learning provides an accessible overview of the field of statistical learning, an essential toolset for making sense of the vast and complex data sets that have emerged in fields ranging from biology to finance to marketing to astrophysics in the past twenty years. This book presents some of the most important modeling and prediction techniques, along with relevant applications. Topics include linear regression, classification, resampling methods, shrinkage approaches, tree-based methods, support vector machines, clustering, and more. Color graphics and real-world examples are used to illustrate the methods presented. Since the goal of this textbook is to facilitate the use of these statistical learning techniques by practitioners in science, industry, and other fields, each chapter contains a tutorial on implementing the analyses and methods presented in R, an extremely popular open source statistical software platform.
Two of the authorsco-wrote The Elements of Statistical Learning (Hastie, Tibshirani and Friedman, 2nd edition 2009), a popular reference book for statistics and machine learning researchers. An Introduction to Statistical Learning covers many of the same topics, but at a level accessible to a much broader audience. This book is targeted at statisticians and non-statisticians alike who wish to use cutting-edge statistical learning techniques to analyze their data. The text assumes only a previous course in linear regression and no knowledge of matrix algebra.
Book Name | An Introduction to Statistical Learning |
Genre | Mathematics |
Author | Gareth James, Daniela Witten, Trevor Hastie & Robert Tibshirani |
Published | 24 June 2013, Monday |
Language | English |
E-Book Size | 5.94 MB |
An Introduction to Statistical Learning (Gareth James, Daniela Witten, Trevor Hastie & Robert Tibshirani) Book Reviews 2024
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It’s free from the authors go to their website. It’s free if you go to the author’s website. In addition, the lectures are on YouTube by the authors. The website has datasets as well
Formulas don’t show. Can’t see the formulas in dark mode, and also in vertical mode. Content is goo though.
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Summary of An Introduction to Statistical Learning by Gareth James, Daniela Witten, Trevor Hastie & Robert Tibshirani
The An Introduction to Statistical Learning book written by Gareth James, Daniela Witten, Trevor Hastie & Robert Tibshirani was published on 24 June 2013, Monday in the Mathematics category. A total of 180 readers of the book gave the book 3.5 points out of 5.
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