{"product_id":"tree-based-machine-learning-methods-in-sas-viya-9781954846715","title":"Tree-Based Machine Learning Methods in SAS Viya","description":"\u003cp\u003e • Author(s): Sharad Saxena\u003cbr\u003e • Publisher: SAS Institute\u003cbr\u003e • Publisher Imprint: SAS Institute\u003cbr\u003e • BISAC: Data Science - Machine Learning\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\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.\u003c\/li\u003e\n\u003c\/ul\u003e","brand":"Atlantic Books","offers":[{"title":"Hardcover","offer_id":46447174582423,"sku":"9781954846715","price":7576.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9781954846715.webp?v=1769139640","url":"https:\/\/atlanticbooks.com\/products\/tree-based-machine-learning-methods-in-sas-viya-9781954846715","provider":"Atlantic Books","version":"1.0","type":"link"}