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Introduction To Online Convex Optimization 2nd Edition Elad Hazan

  • SKU: BELL-46090572
Introduction To Online Convex Optimization 2nd Edition Elad Hazan
$ 31.00 $ 45.00 (-31%)

4.8

94 reviews

Introduction To Online Convex Optimization 2nd Edition Elad Hazan instant download after payment.

Publisher: The MIT Press
File Extension: EPUB
File size: 14.49 MB
Pages: 248
Author: Elad Hazan
ISBN: 9780262046985, 0262046989
Language: English
Year: 2022
Edition: 2

Product desciption

Introduction To Online Convex Optimization 2nd Edition Elad Hazan by Elad Hazan 9780262046985, 0262046989 instant download after payment.

New edition of a graduate-level textbook on that focuses on online convex optimization, a machine learning framework that views optimization as a process.
In 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.Introduction to Online Convex Optimizationpresents 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.
Based on the “Theoretical Machine Learning” course taught by the author at Princeton University, the second edition of this widely used graduate level text features:
  • Thoroughly updated material throughout
  • New chapters on boosting, adaptive regret, and approachability and expanded exposition on optimization
  • Examples of applications, including prediction from expert advice, portfolio selection, matrix completion and recommendation systems, SVM training, offered throughout
  • Exercises that guide students in completing parts of proofs

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