An Introduction To Statistical Learning Pdf Download

Author: Gareth James
Publisher: Springer Science & Business Media
ISBN: 1461471389
Size: 28.26 MB
Format: PDF, Docs
View: 1272
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 authors co-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.

Download Read Online


You May Also Like



An Introduction To Statistical Learning Pdf Download

Author: Gareth James
Publisher: Springer Science & Business Media
ISBN: 1461471389
Size: 62.30 MB
Format: PDF, Mobi
View: 7162


Quarterly Review Of Distance Education Pdf Download

Author: Michael Simonson
Publisher: IAP
ISBN: 1681237423
Size: 74.12 MB
Format: PDF, Kindle
View: 5967


Numerical Ecology Pdf Download

Author: Pierre Legendre
Publisher: Elsevier
ISBN: 0444538682
Size: 52.52 MB
Format: PDF, ePub
View: 5310


From Compliance To Learning Pdf Download

Author: Husein Abdul-Hamid
Publisher: World Bank Publications
ISBN: 1464810591
Size: 70.55 MB
Format: PDF, ePub
View: 3378


Psychology Modules For Active Learning Pdf Download

Author: Dennis Coon
Publisher: Cengage Learning
ISBN: 130596411X
Size: 48.81 MB
Format: PDF
View: 4148


Means Building Construction Cost Data Pdf Download

Author: R S Means Company
Publisher:
ISBN:
Size: 43.27 MB
Format: PDF, ePub, Docs
View: 3758


Basic Epidemiology Pdf Download

Author: R. Bonita
Publisher: World Health Organization
ISBN: 9241547073
Size: 70.17 MB
Format: PDF, ePub, Docs
View: 142


Equity And Quality In Education Supporting Disadvantaged Students And Schools Pdf Download

Author: OECD
Publisher: OECD Publishing
ISBN: 9264130853
Size: 68.24 MB
Format: PDF
View: 966