{"product_id":"linear-algebra-and-learning-from-data-by-gilbert-strang-hardcover","title":"Linear Algebra and Learning from Data by Gilbert Strang | Hardcover","description":"\u003cp\u003eGilbert Strang taught linear algebra to a generation through MIT’s OpenCourseWare, and this is the book he wrote once it became clear the subject’s centre of gravity had moved to machine learning. \u003cstrong\u003eLinear Algebra and Learning from Data\u003c\/strong\u003e is not a revision of his classic textbook — it is a different book, aimed at what data actually demands.\u003c\/p\u003e\u003ch3\u003eWhat the book covers\u003c\/h3\u003e\u003cul\u003e\n\u003cli\u003eHighlights of linear algebra: the four fundamental subspaces, factorisations and rank\u003c\/li\u003e\n\u003cli\u003eComputations with large matrices, randomised linear algebra and low-rank approximation\u003c\/li\u003e\n\u003cli\u003eLow-rank and compressed sensing, matrix completion, and the SVD as the organising idea\u003c\/li\u003e\n\u003cli\u003eSpecial matrices, Fourier and circulant structure, and graph-based matrices\u003c\/li\u003e\n\u003cli\u003eProbability and statistics for data, covariance matrices and multivariate distributions\u003c\/li\u003e\n\u003cli\u003eOptimisation: gradient descent, stochastic gradient descent, and convexity\u003c\/li\u003e\n\u003cli\u003eLearning from data: the architecture of deep neural networks and backpropagation\u003c\/li\u003e\n\u003c\/ul\u003e\u003ch3\u003eWho it’s for\u003c\/h3\u003e\u003cp\u003eGraduate and advanced undergraduate students in data science, machine learning engineers who want deeper mathematical footing, and anyone who followed Strang’s lectures and wants the sequel.\u003c\/p\u003e\u003ch3\u003eEdition details\u003c\/h3\u003e\u003cul\u003e\n\u003cli\u003e\n\u003cstrong\u003eAuthor:\u003c\/strong\u003e Gilbert Strang\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003ePublisher:\u003c\/strong\u003e Wellesley-Cambridge Press\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eFormat:\u003c\/strong\u003e Hardcover\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eISBN:\u003c\/strong\u003e 978-0692196380\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eLanguage:\u003c\/strong\u003e English\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003eShips free within the United States from Shelfcove.\u003c\/p\u003e","brand":"Aksha","offers":[{"title":"Default Title","offer_id":48940596527265,"sku":"SCV-48301509935156","price":48.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0735\/5328\/1185\/files\/linear-algebra-and-learning-from-data-gilbert-strang.jpg?v=1794232762","url":"https:\/\/bookmart24.com\/products\/linear-algebra-and-learning-from-data-by-gilbert-strang-hardcover","provider":"Aksha","version":"1.0","type":"link"}