Accelerated Optimization for Machine Learning: First-Order Algorithms Tapa blanda - 2021
de Zhouchen Lin; Huan Li; Cong Fang
Descripción de contraportada
This book on optimization includes forewords by Michael I. Jordan, Zongben Xu and Zhi-Quan Luo. Machine learning relies heavily on optimization to solve problems with its learning models, and first-order optimization algorithms are the mainstream approaches. The acceleration of first-order optimization algorithms is crucial for the efficiency of machine learning.
Written by leading experts in the field, this book provides a comprehensive introduction to, and state-of-the-art review of accelerated first-order optimization algorithms for machine learning. It discusses a variety of methods, including deterministic and stochastic algorithms, where the algorithms can be synchronous or asynchronous, for unconstrained and constrained problems, which can be convex or non-convex. Offering a rich blend of ideas, theories and proofs, the book is up-to-date and self-contained. It is an excellent reference resource for users who are seeking faster optimization algorithms, as well as for graduate students and researchers wanting to grasp the frontiers of optimization in machine learning in a short time.
Detalles
- Título Accelerated Optimization for Machine Learning: First-Order Algorithms
- Autor Zhouchen Lin; Huan Li; Cong Fang
- Encuadernación Tapa blanda
- Páginas 275
- Volúmenes 1
- Idioma ENG
- Editorial Springer
- Fecha de publicación 2021-05-30
- Ilustrado Sí
- Features Illustrated
- ISBN 9789811529122 / 9811529124
- Peso 0.93 libras (0.42 kg)
- Dimensiones 9.21 x 6.14 x 0.63 pulgadas (23.39 x 15.60 x 1.60 cm)
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Accelerated Optimization for Machine Learning : First-Order Algorithms
de Zhouchen Lin
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- 9789811529122 / 9811529124
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Uxbridge, Greater London, United Kingdom
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Accelerated Optimization for Machine Learning: First-order Algorithms
de Lin, Zhouchen/ Li, Huan/ Fang, Cong
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- 9789811529122 / 9811529124
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Exeter, Devon, United Kingdom
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Accelerated Optimization for Machine Learning: First-Order Algorithms
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- ISBN 10 / ISBN 13
- 9789811529122 / 9811529124
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campbelltown, Florida, United States
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Accelerated Optimization for Machine Learning: First-Order Algorithms
de Lin, Zhouchen
- Nuevo
- Estado
- New
- ISBN 10 / ISBN 13
- 9789811529122 / 9811529124
- Cantidad disponible
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Victoria, British Columbia, Canada
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EUR 213.88EUR 13.97 enviando a USA