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.
✔ Author(s): Gareth James
✔ Title: An Introduction to Statistical Learning
✔ Rating : 4.6 out of 5 base on (1765 reviews)
✔ ISBN-10: 1461471370
✔ Language: English
✔ Format ebook: PDF, EPUB, Kindle, Audio, HTML and MOBI
✔ Device compatibles: Android, iOS, PC and Amazon Kindle
Readers' opinions about An Introduction to Statistical Learning by Gareth James
Miah English
Get lost in a fantastical realm where magic and adventure await at every turn. The author's imaginative world-building and captivating narrative draw you in from the start. Engaging characters and thrilling quests make for an exciting read. The plot twists and turns keep you hooked until the very end. It's a book that sparks the imagination and takes you on a wild ride. Perfect for fans of fantasy.
Keira Graham
Experience the inspiring journey of an individual overcoming incredible odds in this powerful memoir. The author's candid and heartfelt writing brings their story to life. Each chapter reveals the resilience and strength of the human spirit. The narrative is both informative and deeply moving, offering valuable life lessons. It's a story that motivates and inspires, making it a must-read. Perfect for those seeking inspiration and personal growth.
Breonna Rahman
Embark on a journey through time with a historical novel that spans generations. The author's meticulous research and engaging prose create a vivid and immersive experience. Each character's story is intricately woven into the fabric of history. The narrative explores themes of legacy, identity, and change with depth and insight. It's a captivating blend of personal and historical drama. Perfect for fans of multi-generational sagas.
