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Introduction to Online Convex Optimization, second edition
Engelsk
Bogcover for Introduction to Online Convex Optimization, second edition af Elad Hazan, 9780262046985
Specifikationer
Sprog:
Engelsk
Sider:
256
ISBN-13:
9780262046985
Indbinding:
Hardback
ISBN-10:
0262046989
Kategori:
Udg. Dato:
6 sep 2022
Størrelse i cm:
15,8 x 23,7 x 1,8
Forlag:
Oplagsdato:
6 sep 2022
Forfatter(e):

Introduction to Online Convex Optimization, second edition

Engelsk
Hardback 2022
Format:

Bog beskrivelse
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 Optimization 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.

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
  • ... Vis mere

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    Specifikationer
    Sprog:
    Engelsk
    Sider:
    256
    ISBN-13:
    9780262046985
    Indbinding:
    Hardback
    ISBN-10:
    0262046989
    Kategori:
    Udg. Dato:
    6 sep 2022
    Størrelse i cm:
    15,8 x 23,7 x 1,8
    Forlag:
    Oplagsdato:
    6 sep 2022
    Forfatter(e):
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