{"product_id":"linear-algebra-with-machine-learning-and-data-9780367458393","title":"Linear Algebra with Machine Learning and Data","description":"\u003cp\u003e • Author(s): Crista Arangala\u003cbr\u003e • Publisher: Taylor \u0026amp; Francis\u003cbr\u003e • Publisher Imprint: CRC Press\u003cbr\u003e • BISAC: Algebra - Linear\u003c\/p\u003e\u003cp\u003e\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\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\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\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\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","brand":"Taylor \u0026 Francis","offers":[{"title":"Hardcover","offer_id":45242417545367,"sku":"9780367458393","price":7380.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9780367458393.webp?v=1768573607","url":"https:\/\/atlanticbooks.com\/products\/linear-algebra-with-machine-learning-and-data-9780367458393","provider":"Atlantic Books","version":"1.0","type":"link"}