Related Books

Accelerated Optimization for Machine Learning
Language: en
Pages: 286
Authors: Zhouchen Lin
Categories: Computers
Type: BOOK - Published: 2020-05-29 - Publisher: Springer Nature

DOWNLOAD EBOOK

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
Convex Optimization
Language: en
Pages: 142
Authors: Sébastien Bubeck
Categories: Convex domains
Type: BOOK - Published: 2015-11-12 - Publisher: Foundations and Trends (R) in Machine Learning

DOWNLOAD EBOOK

This monograph presents the main complexity theorems in convex optimization and their corresponding algorithms. It begins with the fundamental theory of black-b
Optimization in Machine Learning and Applications
Language: en
Pages: 202
Authors: Anand J. Kulkarni
Categories: Technology & Engineering
Type: BOOK - Published: 2019-11-29 - Publisher: Springer Nature

DOWNLOAD EBOOK

This book discusses one of the major applications of artificial intelligence: the use of machine learning to extract useful information from multimodal data. It
First-order and Stochastic Optimization Methods for Machine Learning
Language: en
Pages: 591
Authors: Guanghui Lan
Categories: Mathematics
Type: BOOK - Published: 2020-05-15 - Publisher: Springer Nature

DOWNLOAD EBOOK

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.
Optimization for Machine Learning
Language: en
Pages: 509
Authors: Suvrit Sra
Categories: Computers
Type: BOOK - Published: 2012 - Publisher: MIT Press

DOWNLOAD EBOOK

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