{"product_id":"tree-based-machine-learning-methods-in-sharad-saxena-9781954846630","title":"Tree-Based Machine Learning Methods in SAS Viya","description":"\u003cp\u003e\u003cb\u003eDiscover how to build decision trees using SAS\u003csup\u003e\u003c\/sup\u003e Viya\u003csup\u003e\u003c\/sup\u003e!\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003e\u003ci\u003eTree-Based Machine Learning Methods in SAS\u003csup\u003e\u003c\/sup\u003e Viya\u003csup\u003e\u003c\/sup\u003e\u003c\/i\u003e covers everything from using a single tree to more advanced bagging and boosting ensemble methods. The book includes discussions of tree-structured predictive models and the methodology for growing, pruning, and assessing decision trees, forests, and gradient boosted trees. Each chapter introduces a new data concern and then walks you through tweaking the modeling approach, modifying the properties, and changing the hyperparameters, thus building an effective tree-based machine learning model. Along the way, you will gain experience making decision trees, forests, and gradient boosted trees that work for you.\u003c\/p\u003e \u003cp\u003eBy the end of this book, you will know how to: \u003c\/p\u003e\u003cul\u003e \u003cli\u003ebuild tree-structured models, including classification trees and regression trees. \u003c\/li\u003e\n\u003cli\u003ebuild tree-based ensemble models, including forest and gradient boosting. \u003c\/li\u003e\n\u003cli\u003erun isolation forest and Poisson and Tweedy gradient boosted regression tree models. \u003c\/li\u003e\n\u003cli\u003eimplement open source in SAS and SAS in open source. \u003c\/li\u003e\n\u003cli\u003euse decision trees for exploratory data analysis, dimension reduction, and missing value imputation.\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Sharad Saxena\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 1954846630\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9781954846630\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e SAS Institute\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 02\/21\/2022\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 364\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.38lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.25h x 7.50w x 0.75d\u003c\/li\u003e\n\u003c\/ul\u003e","brand":"Sharad Saxena","offers":[{"title":"Paperback","offer_id":44128305709311,"sku":"9781954846630","price":69.95,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_6f20105e-d03c-4a25-87ff-e36f0831f311.jpg?v=1687458031","url":"https:\/\/www.whiterainbookhouse.com\/products\/tree-based-machine-learning-methods-in-sharad-saxena-9781954846630","provider":"WR Book House","version":"1.0","type":"link"}