{"product_id":"linear-algebra-and-optimization-for-machine-learning","title":"Linear Algebra and Optimization for Machine Learning","description":"\u003cp\u003ePreface.- 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.\u003c\/p\u003e","brand":"Springer Nature B.V.","offers":[{"title":"Default Title","offer_id":67658276012399,"sku":"9783030403461","price":371.34,"currency_code":"BRL","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0921\/9384\/9711\/files\/3030403467.jpg?v=1791067675","url":"https:\/\/internacional.umlivro.com.br\/products\/linear-algebra-and-optimization-for-machine-learning","provider":"UmLivro Internacional","version":"1.0","type":"link"}