03016nam 22006015 450 991100368900332120251028170939.09789819638499(eBook)10.1007/978-981-96-3849-9(CKB)38859329700041(DE-He213)978-981-96-3849-9(MiAaPQ)EBC32125161(Au-PeEL)EBL32125161(EXLCZ)993885932970004120250520h20252025 uy 0engur|||||||||||txtrdacontentcrdamediacrrdacarrierOptimization algorithms in machine learning a meta-heuristics perspective /by Debashish Das, Ali Safaa Sadiq, Seyedali MirjaliliSingapore :Springer,[2025]©20251 online resource (xvii, 181 pages) illustrationsEngineering optimization: methods and applications,2731-40579789819638482 Includes bibliographical references.Challenges and opportunities in Machine Learning using optimization techniques -- Optimization methods: traditional versus stochastic -- Heuristic and meta-heuristic optimization algorithms -- A comprehensive review of evolutionary algorithms and swarm intelligence methods -- Artificial Neural Networks: structure and learning -- A survey of Neural Networks trained by optimization algorithms and meta-heuristics.This book explores the development of several new learning algorithms that utilize recent optimization techniques and meta-heuristics. It addresses well-known models such as particle swarm optimization, genetic algorithm, ant colony optimization, evolutionary strategy, population-based incremental learning, and grey wolf optimizer for training neural networks. Additionally, the book examines the challenges associated with these processes in detail. This volume will serve as a valuable reference for individuals in both academia and industry. .Engineering optimization: methods and applications.2731-4057Computational intelligenceMachine learningMathematical optimizationComputational IntelligenceMachine LearningOptimizationComputational intelligence.Machine learning.Mathematical optimization.Computational Intelligence.Machine Learning.Optimization.006.3Das Debashishauthttp://id.loc.gov/vocabulary/relators/aut1821328Sadiq Ali Safaaauthttp://id.loc.gov/vocabulary/relators/autMirjalili Seyedaliauthttp://id.loc.gov/vocabulary/relators/autMiAaPQMiAaPQMiAaPQBOOK9911003689003321Optimization Algorithms in Machine Learning4385136UNINA