{"product_id":"introduction-to-online-convex-optimization-second-edition","title":"Introduction to Online Convex Optimization, second edition (Adaptive Computation and Machine Learning series)","description":"\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\u003cbr\u003e\u003cbr\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. \u003cbr\u003e\u003cbr\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":"Penguin Random House","offers":[{"title":"Default Title","offer_id":50955251220768,"sku":"9780262046985","price":60.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0836\/3661\/7504\/files\/9780262046985.jpg?v=1763705870","url":"https:\/\/creativebysanchez.com\/products\/introduction-to-online-convex-optimization-second-edition","provider":"Creative By Sanchez","version":"1.0","type":"link"}