LEADER 03016nam 22006015 450 001 9911003689003321 005 20251028170939.0 010 $a9789819638499$b(eBook) 024 7 $a10.1007/978-981-96-3849-9 035 $a(CKB)38859329700041 035 $a(DE-He213)978-981-96-3849-9 035 $a(MiAaPQ)EBC32125161 035 $a(Au-PeEL)EBL32125161 035 $a(EXLCZ)9938859329700041 100 $a20250520h20252025 uy 0 101 0 $aeng 135 $aur||||||||||| 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aOptimization algorithms in machine learning $ea meta-heuristics perspective /$fby Debashish Das, Ali Safaa Sadiq, Seyedali Mirjalili 210 1$aSingapore :$cSpringer,$d[2025] 210 4$dİ2025 215 $a1 online resource (xvii, 181 pages) $cillustrations 225 1 $aEngineering optimization: methods and applications,$x2731-4057 311 08$a9789819638482 320 $aIncludes bibliographical references. 327 $aChallenges 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. 330 $aThis book explores the development of several new learning algorithms that utilize recent optimization techniques and meta-heuristics. It addresses well-known models such as particle swarm optimization, genetic algorithm, ant colony optimization, evolutionary strategy, population-based incremental learning, and grey wolf optimizer for training neural networks. Additionally, the book examines the challenges associated with these processes in detail. This volume will serve as a valuable reference for individuals in both academia and industry. . 410 0$aEngineering optimization: methods and applications.$x2731-4057 606 $aComputational intelligence 606 $aMachine learning 606 $aMathematical optimization 606 $aComputational Intelligence 606 $aMachine Learning 606 $aOptimization 615 0$aComputational intelligence. 615 0$aMachine learning. 615 0$aMathematical optimization. 615 14$aComputational Intelligence. 615 24$aMachine Learning. 615 24$aOptimization. 676 $a006.3 700 $aDas$b Debashish$4aut$4http://id.loc.gov/vocabulary/relators/aut$01821328 702 $aSadiq$b Ali Safaa$4aut$4http://id.loc.gov/vocabulary/relators/aut 702 $aMirjalili$b Seyedali$4aut$4http://id.loc.gov/vocabulary/relators/aut 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a9911003689003321 996 $aOptimization Algorithms in Machine Learning$94385136 997 $aUNINA