Introduction to Online Convex Optimization, Second Edition Hazan Elad
Introduction to Online Convex Optimization, Second Edition Hazan Elad New edition of a graduate-level textbook on that focuses on online convex optimization, a machine learning framework that views…
Specifikacia Introduction to Online Convex Optimization, Second Edition Hazan Elad
Introduction to Online Convex Optimization, Second Edition Hazan Elad
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. 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 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.
Algorithms for Convex Optimization