02967nam 22005415 450 991076025600332120231006195642.03-031-40677-X10.1007/978-3-031-40677-5(MiAaPQ)EBC30774825(Au-PeEL)EBL30774825(DE-He213)978-3-031-40677-5(PPN)272920223(EXLCZ)992847815860004120231006d2024 u| 0engurcnu||||||||txtrdacontentcrdamediacrrdacarrierEmbedded Machine Learning for Cyber-Physical, IoT, and Edge Computing[electronic resource] Use Cases and Emerging Challenges /edited by Sudeep Pasricha, Muhammad Shafique1st ed. 2024.Cham :Springer Nature Switzerland :Imprint: Springer,2024.1 online resource (571 pages)Print version: Pasricha, Sudeep Embedded Machine Learning for Cyber-Physical, IoT, and Edge Computing Cham : Springer,c2023 9783031406768 This book presents recent advances towards the goal of enabling efficient implementation of machine learning models on resource-constrained systems, covering different application domains. The focus is on presenting interesting and new use cases of applying machine learning to innovative application domains, exploring the efficient hardware design of efficient machine learning accelerators, memory optimization techniques, illustrating model compression and neural architecture search techniques for energy-efficient and fast execution on resource-constrained hardware platforms, and understanding hardware-software codesign techniques for achieving even greater energy, reliability, and performance benefits. Discusses efficient implementation of machine learning in embedded, CPS, IoT, and edge computing; Offers comprehensive coverage of hardware design, software design, and hardware/software co-design and co-optimization; Describes real applications to demonstrate how embedded, CPS, IoT, and edge applications benefit from machine learning.Embedded computer systemsElectronic circuitsCooperating objects (Computer systems)Embedded SystemsElectronic Circuits and SystemsCyber-Physical SystemsEmbedded computer systems.Electronic circuits.Cooperating objects (Computer systems).Embedded Systems.Electronic Circuits and Systems.Cyber-Physical Systems.006.22Pasricha Sudeep1372957Shafique Muhammad763589MiAaPQMiAaPQMiAaPQBOOK9910760256003321Embedded Machine Learning for Cyber-Physical, IoT, and Edge Computing3598707UNINA