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First-order and Stochastic Optimization Methods for Machine Learning
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First-order and Stochastic Optimization Methods for Machine Learning

2020 ed.

Book Details

Format Hardback or Cased Book
ISBN-10 3030395677
ISBN-13 9783030395674
Edition 2020 ed.
Publisher Springer Nature Switzerland AG
Imprint Springer Nature Switzerland AG
Country of Manufacture GB
Country of Publication GB
Publication Date May 16th, 2020
Print length 582 Pages
Weight 1,024 grams
Dimensions 16.10 x 24.30 x 4.00 cms
Product Classification: OptimizationMachine learning
Ksh 21,600.00
Werezi Extended Catalogue 0 in stock

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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.
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. In spite of the intensive research and development in this area, there does not exist a systematic treatment to introduce the fundamental concepts and recent progresses on machine learning algorithms, especially on those based on stochastic optimization methods, randomized algorithms, nonconvex optimization, distributed and online learning, and projection free methods. This book will benefit the broad audience in the area of machine learning, artificial intelligence and mathematical programming community by presenting these recent developments in a tutorial style, starting from the basic building blocks to the most carefully designed and complicated algorithms for machine learning.

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