TY - GEN AU - Aggarwal, Charu C., TI - Linear algebra and optimization for machine learning: A textbook SN - 9783030403461 KW - Álgebras lineales KW - Optimización matemática KW - localuoh N1 - Linear algebra an optimization: An introduction -- Linear transformations and linear systems -- Eigenvectors and Diagonalizable matrices -- Optimization basics: A machine learning view -- Advanced optimization solutions -- Constrained optimization and duality -- Singular value decomposition -- Matrix factorization -- The linear algebra of similarity -- The linear algebra of graphs -- Optimization in computational graphs -- Bibliography ER -