⛍An Introduction to Statistical Learning: With Applications in R ebook gratuit ⛍An Introduction to Statistical Learning: With Applications in R par Gareth James pdf ⛍An Introduction to Statistical Learning: With Applications in R Livre
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.
Gareth David James (born 1 December 1984) is an English cricketer. James is a right-handed batsman who bowls leg breaks. He was born at Walthamstow, London.
James was contracted on to the Essex CCC Academy and throughout that time made his List A debut for the Essex Cricket An Introduction to Statistical Learning: With Applications in R Board against the Surrey Cricket Board in the 2nd round of the 2003 Cheltenham & Gloucester Trophy which was held in 2002. His second and final List A match for the Board came against Essex in the 3rd round same competition which was played in 2003.[1] In his An Introduction to Statistical Learning: With Applications in R 2 List A matches, he scored 52 runs at a batting average of 51.00, with a single half century high score of 51*.[2]
In 2004, James made his first-class debut for CUCCE against Warwickshire. From 2004 to 2007, he represented the University in 9 first-class matches, the last of An Introduction to Statistical Learning: With Applications in R which came against Essex. During the 2005/06 Sri Lankan
cricket season, James played first-class matches for Tamil Union Cricket and Athletic Club. His debut for the club came against Badureliya Sports Club. During the 2005/06 season, he played 4 first-class matches, the last of which came against An Introduction to Statistical Learning: With Applications in R Saracens Sports Club.[3] In his career total of 13 first-class matches, he scored 378 runs at an average of 17.18, with a single half century high score of 51. In the field he took 4 catches.
In 2007, he played a single Minor Counties Championship match for Suffolk An Introduction to Statistical Learning: With Applications in R against Cumberland.[4] In the same season, he also played a single MCCA Knockout Trophy match for the county against Norfolk.[5]
He currently plays club cricket for Brentwood CC in the Essex Premier League, and is currently Director of Sport at St. John’s School, Leatherhead.
An Introduction to Statistical Learning: With Applications in R
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