LEADER 03440nam 22007215 450 001 9911001462703321 005 20250506074726.0 010 $a981-9634-98-9 024 7 $a10.1007/978-981-96-3498-9 035 $a(CKB)38753324300041 035 $a(DE-He213)978-981-96-3498-9 035 $a(MiAaPQ)EBC32077310 035 $a(Au-PeEL)EBL32077310 035 $a(EXLCZ)9938753324300041 100 $a20250503d2025 u| 0 101 0 $aeng 135 $aur||||||||||| 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aAdvances in Deep Learning, Volume 2 /$fby M. Arif Wani, Bisma Sultan, Sarwat Ali, Mukhtar Ahmad Sofi 205 $a1st ed. 2025. 210 1$aSingapore :$cSpringer Nature Singapore :$cImprint: Springer,$d2025. 215 $a1 online resource (XVI, 186 p. 94 illus., 62 illus. in color.) 225 1 $aStudies in Big Data,$x2197-6511 ;$v12 311 08$a981-9634-97-0 327 $aIntroduction to Deep Learning Architectures -- Evolutionary Algorithm-based Neural Architecture SearchEvolutionary Algorithm-based Neural Architecture Search -- Gradient-based Neural Architecture Search. 330 $aThis book describes novel ways of using deep learning to solve real-world problems. It covers advanced deep learning topics like neural architecture search, ensemble deep learning, transfer learning techniques, lightweight architectures, hybrid deep learning approaches, and generative adversarial networks. The book discusses the use of these advanced topics in selected applications like image classification, object detection, image steganography, protein secondary structure prediction, and gene expression data classification. Various challenges and future research directions falling under the scope of these topics are discussed. 410 0$aStudies in Big Data,$x2197-6511 ;$v12 606 $aComputational intelligence 606 $aBig data 606 $aNeural networks (Computer science) 606 $aImage processing$xDigital techniques 606 $aComputer vision 606 $aArtificial intelligence 606 $aComputational Intelligence 606 $aBig Data 606 $aMathematical Models of Cognitive Processes and Neural Networks 606 $aComputer Imaging, Vision, Pattern Recognition and Graphics 606 $aArtificial Intelligence 615 0$aComputational intelligence. 615 0$aBig data. 615 0$aNeural networks (Computer science) 615 0$aImage processing$xDigital techniques. 615 0$aComputer vision. 615 0$aArtificial intelligence. 615 14$aComputational Intelligence. 615 24$aBig Data. 615 24$aMathematical Models of Cognitive Processes and Neural Networks. 615 24$aComputer Imaging, Vision, Pattern Recognition and Graphics. 615 24$aArtificial Intelligence. 676 $a006.3 700 $aWani$b M. Arif$4aut$4http://id.loc.gov/vocabulary/relators/aut$01006177 702 $aSultan$b Bisma$4aut$4http://id.loc.gov/vocabulary/relators/aut 702 $aAli$b Sarwat$4aut$4http://id.loc.gov/vocabulary/relators/aut 702 $aSofi$b Mukhtar Ahmad$4aut$4http://id.loc.gov/vocabulary/relators/aut 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a9911001462703321 996 $aAdvances in Deep Learning, Volume 2$94385140 997 $aUNINA