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

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

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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
Language: en
Pages: 591
Authors: Guanghui Lan
Categories: Mathematics
Type: BOOK - Published: 2020-05-15 - Publisher: Springer Nature

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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.
Linear Algebra and Optimization for Machine Learning
Language: en
Pages: 507
Authors: Charu C. Aggarwal
Categories: Computers
Type: BOOK - Published: 2020-05-13 - Publisher: Springer Nature

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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
Language: en
Pages: 412
Authors: Jason Brownlee
Categories: Computers
Type: BOOK - Published: 2021-09-22 - Publisher: Machine Learning Mastery

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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.