Aggarwal, Charu C., <br/><br/>
Linear algebra and optimization for machine learning :  A textbook / 
Charu C. Aggarwal. 
<br/><br/>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. 
<br/><br/><label>ISBN: </label>9783030403461 
<br/><br/><label>Subjects--Topical Terms: </label><br/>Álgebras lineales.<br/>Álgebras lineales--Optimización matemática.