TY - GEN N2 - Unlike most available sources that focus on deep neural network (DNN) inference, this book provides readers with a single-source reference on the needs, requirements, and challenges involved with on-device, DNN training semiconductor and SoC design. The authors include coverage of the trends and history surrounding the development of on-device DNN training, as well as on-device training semiconductors and SoC design examples to facilitate understanding. Focuses on the requirements and challenges of on-device deep neural network (DNN) training, rather than DNN inference; Provides guidelines for on-device, DNN training semiconductor or System-on-Chip (SoC) design; Includes on-device training semiconductors and SoC design examples to facilitate understanding. DO - 10.1007/978-3-031-34237-0 DO - doi AB - Unlike most available sources that focus on deep neural network (DNN) inference, this book provides readers with a single-source reference on the needs, requirements, and challenges involved with on-device, DNN training semiconductor and SoC design. The authors include coverage of the trends and history surrounding the development of on-device DNN training, as well as on-device training semiconductors and SoC design examples to facilitate understanding. Focuses on the requirements and challenges of on-device deep neural network (DNN) training, rather than DNN inference; Provides guidelines for on-device, DNN training semiconductor or System-on-Chip (SoC) design; Includes on-device training semiconductors and SoC design examples to facilitate understanding. T1 - On-chip training NPU -- algorithm, architecture and SoC design / AU - Han, Donghyeon, AU - Yoo, Hoi-Jun, CN - TK7895.E42 ID - 1472320 KW - Systems on a chip KW - Integrated circuits. KW - Neural networks (Computer science) SN - 9783031342370 SN - 3031342372 TI - On-chip training NPU -- algorithm, architecture and SoC design / LK - https://univsouthin.idm.oclc.org/login?url=https://link.springer.com/10.1007/978-3-031-34237-0 UR - https://univsouthin.idm.oclc.org/login?url=https://link.springer.com/10.1007/978-3-031-34237-0 ER -