{"product_id":"linear-algebra-with-machine-learning-crista-arangala-9780367458393","title":"Linear Algebra With Machine Learning and Data","description":"\u003cp\u003eThis book takes a deep dive into several key linear algebra subjects as they apply to data analytics and data mining. The book offers a case study approach where each case will be grounded in a real-world application. \u003c\/p\u003e \u003cp\u003e\u003c\/p\u003e \u003cp\u003eThis text is meant to be used for a second course in applications of Linear Algebra to Data Analytics, with a supplemental chapter on Decision Trees and their applications in regression analysis. The text can be considered in two different but overlapping general data analytics categories: clustering and interpolation. \u003c\/p\u003e \u003cp\u003e\u003c\/p\u003e \u003cp\u003eKnowledge of mathematical techniques related to data analytics and exposure to interpretation of results within a data analytics context are particularly valuable for students studying undergraduate mathematics. Each chapter of this text takes the reader through several relevant case studies using real-world data. \u003c\/p\u003e \u003cp\u003e\u003c\/p\u003e \u003cp\u003eAll data sets, as well as Python and R syntax, are provided to the reader through links to Github documentation. Following each chapter is a short exercise set in which students are encouraged to use technology to apply their expanding knowledge of linear algebra as it is applied to data analytics. \u003c\/p\u003e \u003cp\u003e\u003c\/p\u003e \u003cp\u003eA basic knowledge of the concepts in a first Linear Algebra course is assumed; however, an overview of key concepts is presented in the Introduction and as needed throughout the text.\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Crista Arangala\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 036745839X\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9780367458393\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e CRC Press\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 05\/09\/2023\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 290\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Hardcover\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.35lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.21h x 6.14w x 0.75d","brand":"Crista Arangala","offers":[{"title":"Hardcover","offer_id":44126733435135,"sku":"9780367458393","price":99.95,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_24593ce3-d376-4f3d-96b4-6af9d2bac845.jpg?v=1687449853","url":"https:\/\/www.whiterainbookhouse.com\/products\/linear-algebra-with-machine-learning-crista-arangala-9780367458393","provider":"WR Book House","version":"1.0","type":"link"}