{"product_id":"9780367458393-linear-algebra-with-machine-learning-d","title":"Linear Algebra With Machine Learning and Data","description":"\u003cmeta content=\"text\/html; charset=utf-8\" http-equiv=\"Content-Type\"\u003e\u003cp\u003e\u003cspan\u003e\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\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\n\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\n\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\n\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\n\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\n\u003cbr\u003e\u003c\/span\u003e\u003c\/p\u003e","brand":"Rarewaves","offers":[{"title":"Default Title","offer_id":40811353309281,"sku":"9780367458393","price":102.76,"currency_code":"GBP","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0092\/7504\/8033\/products\/stand_14041681_jpg.jpg?v=1705024980","url":"https:\/\/www.rarewaves.com\/products\/9780367458393-linear-algebra-with-machine-learning-d","provider":"Rarewaves.com","version":"1.0","type":"link"}