{"product_id":"introduction-to-online-convex-optimization-second-edition-9780262046985","title":"Introduction to Online Convex Optimization, Second Edition","description":"\u003cp\u003e • Author(s): Elad Hazan\u003cbr\u003e • Publisher: MIT Press\u003cbr\u003e • Publisher Imprint: MIT Press\u003cbr\u003e • BISAC: Optimization\u003c\/p\u003e\u003cp\u003e\u003cb\u003eNew edition of a graduate-level textbook on that focuses on online convex optimization, a machine learning framework that views optimization as a process.\u003c\/b\u003e \u003c\/p\u003e\u003cp\u003e\u003c\/p\u003eIn many practical applications, the environment is so complex that it is not feasible to lay out a comprehensive theoretical model and use classical algorithmic theory and\/or mathematical optimization. \u003ci\u003eIntroduction to Online Convex Optimization\u003c\/i\u003e presents a robust machine learning approach that contains elements of mathematical optimization, game theory, and learning theory: an optimization method that learns from experience as more aspects of the problem are observed. This view of optimization as a process has led to some spectacular successes in modeling and systems that have become part of our daily lives. \u003cp\u003e\u003c\/p\u003eBased on the \"Theoretical Machine Learning\" course taught by the author at Princeton University, the second edition of this widely used graduate level text features: \u003cbr\u003e\u003cli\u003eThoroughly updated material throughout\u003c\/li\u003e\u003cli\u003eNew chapters on boosting, adaptive regret, and approachability and expanded exposition on optimization\u003c\/li\u003e\u003cli\u003eExamples of applications, including prediction from expert advice, portfolio selection, matrix completion and recommendation systems, SVM training, offered throughout \u003c\/li\u003e\u003cli\u003eExercises that guide students in completing parts of proofs\u003c\/li\u003e","brand":"MIT Press","offers":[{"title":"Hardcover","offer_id":45036684771479,"sku":"9780262046985","price":5737.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9780262046985.webp?v=1769213760","url":"https:\/\/atlanticbooks.com\/products\/introduction-to-online-convex-optimization-second-edition-9780262046985","provider":"Atlantic Books","version":"1.0","type":"link"}