{"product_id":"advanced-linear-algebra-for-artificial-intelligence-the-mathematics-behind-machine-learning-built-one-decision-at-a-time-9798199801195","title":"Advanced Linear Algebra for Artificial Intelligence: The Mathematics Behind Machine Learning, Built One Decision at a Time","description":"\u003cp\u003e • Author(s): Mir Hossain\u003cbr\u003e • Publisher: Independently Published\u003cbr\u003e • Publisher Imprint: Independently Published\u003cbr\u003e • BISAC: Algebra - Linear\u003c\/p\u003e\u003cp\u003eMaster the Mathematics Behind Machine Learning, Data Science, and Intelligent Systems \u003c\/p\u003e\u003cp\u003e\u003c\/p\u003eLinear algebra is the foundation of modern artificial intelligence - but many textbooks are either too abstract or disconnected from real AI applications. Advanced Linear Algebra for AI bridges that gap by combining rigorous mathematics with practical intuition and machine learning relevance. \u003cp\u003e\u003c\/p\u003eWritten for college students, engineers, data scientists, and AI learners, this book develops advanced linear algebra concepts step-by-step while showing how they power real-world AI and computational systems. \u003cp\u003e\u003c\/p\u003eInside this book, you will explore: \u003cp\u003e\u003c\/p\u003eVector spaces and subspaces through an AI-focused lens\u003cbr\u003eMatrices as linear transformations and computational tools\u003cbr\u003eOrthogonality, projections, and least-squares methods\u003cbr\u003eEigenvalues, eigenvectors, and the Spectral Theorem\u003cbr\u003eSingular Value Decomposition (SVD) and matrix factorization\u003cbr\u003ePrincipal Component Analysis (PCA) for dimensionality reduction\u003cbr\u003eMatrix calculus and gradient-based optimization\u003cbr\u003eNumerical stability, conditioning, and computational accuracy\u003cbr\u003eMathematical foundations essential for machine learning and data science \u003cp\u003e\u003c\/p\u003eThis book is designed to move beyond memorization and help readers build genuine mathematical understanding. Clear explanations, worked examples, and AI-centered insights make advanced topics accessible without sacrificing rigor. \u003cp\u003e\u003c\/p\u003eWhether you are studying linear algebra for university coursework, preparing for graduate-level AI and machine learning, or strengthening your mathematical foundation for research and engineering, this book provides the tools and intuition needed to succeed. \u003cp\u003e\u003c\/p\u003eIdeal for: \u003cbr\u003e- College and university students\u003cbr\u003e- AI and machine learning learners\u003cbr\u003e- Engineering and STEM majors\u003cbr\u003e- Data science practitioners\u003cbr\u003e- Self-learners seeking deeper mathematical understanding \u003cp\u003e\u003c\/p\u003eIf you want to understand the mathematics that drives artificial intelligence - not just use the algorithms - Advanced Linear Algebra for AI is your roadmap.","brand":"Independently Published","offers":[{"title":"Paperback","offer_id":47968424001687,"sku":"9798199801195","price":2910.0,"currency_code":"INR","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9798199801195.webp?v=1782917924","url":"https:\/\/atlanticbooks.com\/products\/advanced-linear-algebra-for-artificial-intelligence-the-mathematics-behind-machine-learning-built-one-decision-at-a-time-9798199801195","provider":"Atlantic Books","version":"1.0","type":"link"}