{"product_id":"aggarwal-c-charu-linear-algebra-and-optimization-for-machine-learning-9783031986185","title":"Linear Algebra and Optimization for Machine Learning","description":"Preface.- 1 Linear Algebra and Optimization: An Introduction.- 2 Linear Transformations and Linear Systems.- 3 Eigenvectors and Diagonalizable Matrices.- 4 Optimization Basics: A Machine Learning View.- 5 Advanced Optimization Solutions.- 6 Constrained Optimization and Duality.- 7 Singular Value Decomposition.- 8 Matrix Factorization.- 9 The Linear Algebra of Similarity.- 10 The Linear Algebra of Graphs.- 11 Optimization in Computational Graphs.- Index.","brand":"Springer","offers":[{"title":"Default Title","offer_id":53762272395606,"sku":null,"price":0.0,"currency_code":"EUR","in_stock":false}],"url":"https:\/\/www.momoxbooks.com\/products\/aggarwal-c-charu-linear-algebra-and-optimization-for-machine-learning-9783031986185","provider":"momoxbooks","version":"1.0","type":"link"}