Search Results for: Accelerated Optimization For Machine Learning

This book on optimization includes forewords by Michael I. Jordan, Zongben Xu and Zhi-Quan Luo. Machine learning relies heavily on optimization to solve problem

This monograph presents the main complexity theorems in convex optimization and their corresponding algorithms. It begins with the fundamental theory of black-b

This book covers not only foundational materials but also the most recent progresses made during the past few years on the area of machine learning algorithms.

This book discusses one of the major applications of artificial intelligence: the use of machine learning to extract useful information from multimodal data. It

An up-to-date account of the interplay between optimization and machine learning, accessible to students and researchers in both communities. The interplay betw