000			02346nam a22002777a 4500
003			EG-NbEJU
005			20241208213254.0
008			240708t2021 ne a gr 001 0 eng d
020			_a9783030723569
020			_a978303023576
040			_aEG-NbEJU _beng _cEG-NbEJU _dEG-NbEJU
041			_aeng
050			_aQ334 _b.S3 2021
100	1		_aAggarwal , Charu C.
245	1	0	_aArtificial intelligence : _bA Textbook / _cCharu C. Aggarwal
260			_aSwitzerland : _bSpringer Nature , _c©2021
300			_aXX , 483 pages : _billustrations (some in color) ; _c24 cm.
504			_aInclude Bibliographic references and Index
505		0	_a1. Linear Equations 1.1 Introduction to Linear Systems 1.2 Matrices, Vectors, and Gauss-Jordan Elimination 1.3 On the Solutions of Linear Systems; Matrix Algebra 2. Linear Transformations 2.1 Introduction to Linear Transformations and Their Inverses 2.2 Linear Transformations in Geometry 2.3 Matrix Products 2.4 The Inverse of a Linear Transformation 3. Subspaces of Rn and Their Dimensions 3.1 Image and Kernel of a Linear Transformation 3.2 Subspace of Rn; Bases and Linear Independence 3.3 The Dimension of a Subspace of Rn 3.4 Coordinates 4. Linear Spaces 4.1 Introduction to Linear Spaces 4.2 Linear Transformations and Isomorphisms 4.3 The Matrix of a Linear Transformation 5. Orthogonality and Least Squares 5.1 Orthogonal Projections and Orthonormal Bases 5.2 Gram-Schmidt Process and QR Factorization 5.3 Orthogonal Transformations and Orthogonal Matrices 5.4 Least Squares and Data Fitting 5.5 Inner Product Spaces 6. Determinants 6.1 Introduction to Determinants 6.2 Properties of the Determinant 6.3 Geometrical Interpretations of the Determinant; Cramer's Rule.. 7. Eigenvalues and Eigenvectors 7.1 Diagonalization 7.2 Finding the Eigenvalues of a Matrix 7.3 Finding the Eigenvectors of a Matrix 7.4 More on Dynamical Systems 7.5 Complex Eigenvalues 7.6 Stability 8. Symmetric Matrices and Quadratic Forms 8.1 Symmetric Matrices 8.2 Quadratic Forms 8.3 Singular Values Appendix A. Vectors Appendix B: Techniques of Proof Answers to Odd-numbered Exercises Subject Index Name Index
650		0	_2LCSH _aArtificial Intelligence
650		0	_2LCSH _aMachine Learning
650		0	_2LCSH _aData mining
901			_asara sorur
902			_aENG_03_(2627)
942			_2lcc _cBK _n0
999			_c4748 _d4748