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020			_a9780367458393
040			_aNISER LIBRARY _beng _cNISER LIBRARY
082	0	0	_a512.64:004.85 _bARA-L
100	1		_aArangala, Crista
245	1	0	_aLinear algebra with machine learning and data
260			_aBoca Raton : _bCRC Press, _c2023.
300			_axix, 289 pages
490	0		_aTextbooks in mathematics
504			_aIncludes bibliographical references and index.
520			_aThis 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.
650		0	_aAlgebras, Linear _vTextbooks.
650		0	_aMachine learning _xMathematics _vTextbooks.
650		0	_aData mining _xMathematics _vTextbooks.
856			_3Table of content _uhttps://www.routledge.com/Linear-Algebra-With-Machine-Learning-and-Data/Arangala/p/book/9780367458393?srsltid=AfmBOop1S7ot4zSOKtJb-BJvRCAnNTLBZLPeGCKp1QDJRwTQEVtGXVMu#googlePreviewContainer
856			_3Reviews _uhttps://www.goodreads.com/book/show/62872757-linear-algebra-with-machine-learning-and-data?ref=nav_sb_ss_1_13#CommunityReviews
942			_2udc _cBK
999			_c35639 _d35639