Optimization for Machine Learning

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

Accelerated Optimization for Machine Learning

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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

First-order and Stochastic Optimization Methods for Machine Learning

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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 in Machine Learning and Applications

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

Linear Algebra and Optimization for Machine Learning

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This textbook introduces linear algebra and optimization in the context of machine learning. Examples and exercises are provided throughout the book. A solution