LEADER 02963nam 22005295 450 001 9910483157403321 005 20181208151036.0 010 $a981-13-3323-8 024 7 $a10.1007/978-981-13-3323-1 035 $a(CKB)4100000007204734 035 $a(MiAaPQ)EBC5611942 035 $a(DE-He213)978-981-13-3323-1 035 $a(EXLCZ)994100000007204734 100 $a20181207d2019 u| 0 101 0 $aeng 135 $aurcnu|||||||| 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aCompact and Fast Machine Learning Accelerator for IoT Devices$b[electronic resource] /$fby Hantao Huang, Hao Yu 205 $a1st ed. 2019. 210 1$aSingapore :$cSpringer Singapore :$cImprint: Springer,$d2019. 215 $a1 online resource (157 pages) 225 1 $aComputer Architecture and Design Methodologies,$x2367-3478 311 $a981-13-3322-X 327 $aComputing on Edge Devices in Internet-of-things (IoT) -- The Rise of Machine Learning in IoT system -- Least-squares-solver for Shadow Neural Network -- Tensor-solver for Deep Neural Network -- Distributed-solver for Networked Neural Network -- Conclusion. 330 $aThis book presents the latest techniques for machine learning based data analytics on IoT edge devices. A comprehensive literature review on neural network compression and machine learning accelerator is presented from both algorithm level optimization and hardware architecture optimization. Coverage focuses on shallow and deep neural network with real applications on smart buildings. The authors also discuss hardware architecture design with coverage focusing on both CMOS based computing systems and the new emerging Resistive Random-Access Memory (RRAM) based systems. Detailed case studies such as indoor positioning, energy management and intrusion detection are also presented for smart buildings. 410 0$aComputer Architecture and Design Methodologies,$x2367-3478 606 $aEngineering 606 $aComputer science 606 $aMathematical optimization 606 $aComputational Intelligence$3http://scigraph.springernature.com/things/product-market-codes/T11014 606 $aProcessor Architectures$3http://scigraph.springernature.com/things/product-market-codes/I13014 606 $aOptimization$3http://scigraph.springernature.com/things/product-market-codes/M26008 615 0$aEngineering. 615 0$aComputer science. 615 0$aMathematical optimization. 615 14$aComputational Intelligence. 615 24$aProcessor Architectures. 615 24$aOptimization. 676 $a006.31 700 $aHuang$b Hantao$4aut$4http://id.loc.gov/vocabulary/relators/aut$01227159 702 $aYu$b Hao$4aut$4http://id.loc.gov/vocabulary/relators/aut 906 $aBOOK 912 $a9910483157403321 996 $aCompact and Fast Machine Learning Accelerator for IoT Devices$92849471 997 $aUNINA LEADER 03584nam1 22005533i 450 001 SBLE013573 005 20251003044359.0 100 $a20020619d1723 ||||0itac50 ba 101 | $alat$aita 102 $ait 181 1$6z01$ai $bxxxe 182 1$6z01$an 183 1$6z01$anc$2RDAcarrier 200 1 $aSynodicon dioecesanum s. 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