{"product_id":"supervised-machine-learning-tanya-kolosova-9780367538828","title":"Supervised Machine Learning: Optimization Framework and Applications with SAS and R","description":"\u003cp\u003eAI framework intended to solve a problem of bias-variance tradeoff for supervised learning methods in real-life applications. The AI framework comprises of bootstrapping to create multiple training and testing data sets with various characteristics, design and analysis of statistical experiments to identify optimal feature subsets and optimal hyper-parameters for ML methods, data contamination to test for the robustness of the classifiers. \u003c\/p\u003e\u003cb\u003e \u003c\/b\u003e\u003cp\u003eKey Features: \u003c\/p\u003e \u003cul\u003e \u003cp\u003e \u003c\/p\u003e\n\u003cli\u003eUsing ML methods by itself doesn't ensure building classifiers that generalize well for new data \u003c\/li\u003e \u003cp\u003e\u003c\/p\u003e \u003cp\u003e \u003c\/p\u003e\n\u003cli\u003eIdentifying optimal feature subsets and hyper-parameters of ML methods can be resolved using design and analysis of statistical experiments \u003c\/li\u003e \u003cp\u003e\u003c\/p\u003e \u003cp\u003e \u003c\/p\u003e\n\u003cli\u003eUsing a bootstrapping approach to massive sampling of training and tests datasets with various data characteristics (e.g.: contaminated training sets) allows dealing with bias \u003c\/li\u003e \u003cp\u003e\u003c\/p\u003e \u003cp\u003e \u003c\/p\u003e\n\u003cli\u003eDeveloping of SAS-based table-driven environment allows managing all meta-data related to the proposed AI framework and creating interoperability with R libraries to accomplish variety of statistical and machine-learning tasks\u003c\/li\u003e \u003cp\u003e\u003c\/p\u003e \u003cp\u003e \u003c\/p\u003e\n\u003cli\u003eComputer programs in R and SAS that create AI framework are available on GitHub\u003c\/li\u003e \u003cp\u003e\u003c\/p\u003e\n\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Tanya Kolosova, Samuel Berestizhevsky\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 0367538822\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9780367538828\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e CRC Press\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 04\/29\/2022\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 182\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 0.59lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.21h x 6.14w x 0.39d\u003c\/ul\u003e","brand":"Tanya Kolosova","offers":[{"title":"Paperback","offer_id":44055797825791,"sku":"9780367538828","price":59.95,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_7de80177-4b4f-4a03-8a84-a1ac11a3b0d2.jpg?v=1685037849","url":"https:\/\/www.whiterainbookhouse.com\/products\/supervised-machine-learning-tanya-kolosova-9780367538828","provider":"WR Book House","version":"1.0","type":"link"}