Optimization For Machine Learning

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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
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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
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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.
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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
Optimization for Machine Learning
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Optimization happens everywhere. Machine learning is one example of such and gradient descent is probably the most famous algorithm for performing optimization.