{"product_id":"linear-algebra-with-machine-learning-and-data-book-crista-arangala-9780367458393","title":"Linear Algebra With Machine Learning and Data","description":"This 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.  This 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.  Knowledge 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.  All 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.  A 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.","brand":"WoB","offers":[{"title":"GB \/ NEW \/ GARDNERS","offer_id":50698478977297,"sku":"NGR9780367458393","price":113.89,"currency_code":"USD","in_stock":false},{"title":"US \/ NEW \/ INGRAM","offer_id":51001535430929,"sku":"NIN9780367458393","price":115.99,"currency_code":"USD","in_stock":true},{"title":"GB \/ NEW \/ INGRAM","offer_id":52521219129617,"sku":"NLS9780367458393","price":143.19,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0784\/4072\/6801\/files\/036745839X.jpg?v=1750975622","url":"https:\/\/www.worldofbooks.com\/products\/linear-algebra-with-machine-learning-and-data-book-crista-arangala-9780367458393","provider":"World of Books ","version":"1.0","type":"link"}