03865nam 22006615 450 991048424810332120251116212849.0981-13-6794-910.1007/978-981-13-6794-6(CKB)4100000008525882(DE-He213)978-981-13-6794-6(MiAaPQ)EBC5733036(PPN)243767579(EXLCZ)99410000000852588220190314d2020 u| 0engurnn|008mamaatxtrdacontentcrdamediacrrdacarrierAdvances in Deep Learning /by M. Arif Wani, Farooq Ahmad Bhat, Saduf Afzal, Asif Iqbal Khan1st ed. 2020.Singapore :Springer Singapore :Imprint: Springer,2020.1 online resource (XIV, 149 p. 87 illus., 53 illus. in color.) Studies in Big Data,2197-6503 ;57981-13-6793-0 Preface -- Introduction to Deep Learning -- Basic Deep Learning Models -- Training Basic Deep Learning Models -- Optimising Deep Learning Models -- Application of Deep Learning in Classification -- Application of Deep Learning in Segmentation -- Application of Deep Learning in Face Recognition -- Application of Deep Learning in Fingerprint Recognition -- Author's Index.This book introduces readers to both basic and advanced concepts in deep network models. It covers state-of-the-art deep architectures that many researchers are currently using to overcome the limitations of the traditional artificial neural networks. Various deep architecture models and their components are discussed in detail, and subsequently illustrated by algorithms and selected applications. In addition, the book explains in detail the transfer learning approach for faster training of deep models; the approach is also demonstrated on large volumes of fingerprint and face image datasets. In closing, it discusses the unique set of problems and challenges associated with these models.Studies in Big Data,2197-6503 ;57Computational intelligenceBig dataNeural networks (Computer science)Optical data processingArtificial intelligenceComputational Intelligencehttps://scigraph.springernature.com/ontologies/product-market-codes/T11014Big Datahttps://scigraph.springernature.com/ontologies/product-market-codes/I29120Mathematical Models of Cognitive Processes and Neural Networkshttps://scigraph.springernature.com/ontologies/product-market-codes/M13100Computer Imaging, Vision, Pattern Recognition and Graphicshttps://scigraph.springernature.com/ontologies/product-market-codes/I22005Artificial Intelligencehttps://scigraph.springernature.com/ontologies/product-market-codes/I21000Computational intelligence.Big data.Neural networks (Computer science)Optical data processing.Artificial intelligence.Computational Intelligence.Big Data.Mathematical Models of Cognitive Processes and Neural Networks.Computer Imaging, Vision, Pattern Recognition and Graphics.Artificial Intelligence.006.3Wani M. Arifauthttp://id.loc.gov/vocabulary/relators/aut1006177Bhat Farooq Ahmadauthttp://id.loc.gov/vocabulary/relators/autAfzal Sadufauthttp://id.loc.gov/vocabulary/relators/autKhan Asif Iqbalauthttp://id.loc.gov/vocabulary/relators/autBOOK9910484248103321Advances in Deep Learning2845650UNINA