{"product_id":"practical-linear-algebra-for-data-science-9781098120610","title":"Practical Linear Algebra for Data Science","description":"\u003cp\u003e  • Publisher: O'Reilly Media\u003cbr\u003e • Publisher Imprint: O'Reilly Media\u003cbr\u003e • BISAC: Data Science - Machine Learning\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eIf you want to work in any computational or technical field, you need to understand linear algebra. As the study of matrices and operations acting upon them, linear algebra is the mathematical basis of nearly all algorithms and analyses implemented in computers. But the way it's presented in decades-old textbooks is much different from how professionals use linear algebra today to solve real-world modern applications. \u003c\/p\u003e\u003cp\u003e This practical guide from Mike X Cohen teaches the core concepts of linear algebra as implemented in Python, including how they're used in data science, machine learning, deep learning, computational simulations, and biomedical data processing applications. Armed with knowledge from this book, you'll be able to understand, implement, and adapt myriad modern analysis methods and algorithms. \u003c\/p\u003e\u003cp\u003e Ideal for practitioners and students using computer technology and algorithms, this book introduces you to: \u003c\/p\u003e\u003cul\u003e \u003cli\u003eThe interpretations and applications of vectors and matrices \u003c\/li\u003e\n\u003cli\u003eMatrix arithmetic (various multiplications and transformations) \u003c\/li\u003e\n\u003cli\u003eIndependence, rank, and inverses \u003c\/li\u003e\n\u003cli\u003eImportant decompositions used in applied linear algebra (including LU and QR) \u003c\/li\u003e\n\u003cli\u003eEigendecomposition and singular value decomposition \u003c\/li\u003e\n\u003cli\u003eApplications including least-squares model fitting and principal components analysis \u003c\/li\u003e\n\u003c\/ul\u003e","brand":"O'Reilly Media","offers":[{"title":"Paperback","offer_id":45036854542487,"sku":"9781098120610","price":5177.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9781098120610.webp?v=1767897538","url":"https:\/\/atlanticbooks.com\/products\/practical-linear-algebra-for-data-science-9781098120610","provider":"Atlantic Books","version":"1.0","type":"link"}