Distributed Learning with a Local Touch: Improving Efficiency in Multiparty Learning - SHIVA
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Multiparty learning as an emerging topic, many of the related frameworks and ap-plications are proposed. In this section, we explore the extent of these frameworks and technologies.Yang et al.72 provide a comprehensive survey of existing works on a secure fed-erated learning framework. Bonawitz et al.8 build a scalable production system for Federated Learning in the domain of mobile devices. Konecn`yetal.30 propose ways to reduce communication costs in federated learning. Nishio and Yonetani44 propose a new Federated Learning protocol, FedCS, which can actively manage computing workers based…mehr

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Produktbeschreibung
Multiparty learning as an emerging topic, many of the related frameworks and ap-plications are proposed. In this section, we explore the extent of these frameworks and technologies.Yang et al.72 provide a comprehensive survey of existing works on a secure fed-erated learning framework. Bonawitz et al.8 build a scalable production system for Federated Learning in the domain of mobile devices. Konecn`yetal.30 propose ways to reduce communication costs in federated learning. Nishio and Yonetani44 propose a new Federated Learning protocol, FedCS, which can actively manage computing workers based on their resource conditions. Zhao et al.75 notice that conventional federated learning fails on learning non-IID data and propose a strategy to improve training on non-IID data by creating a small subset of data which is globally shared between all the edge devices. Smith et al.63 propose fed-erated multi-task learning, which is a novel systems-aware optimization method, MOCHA.
Autorenporträt
Dr. Shiva delves into the fascinating world of semiconductors in this captivating exploration titled, "The Power Within: Unveiling the World of Semiconductors." This book peels back the layers, unveiling the hidden power that drives our technological landscape. Dr. Shiva, a recognized expert in the field, guides readers through the intricate workings of these tiny powerhouses. From the fundamental components like transistors and integrated circuits to the complex fabrication processes that bring them to life, "The Power Within" provides a comprehensive understanding of how semiconductors function. The book delves deeper, exploring the vast array of applications that semiconductors enable, from the devices in our pockets to the supercomputers that power scientific breakthroughs. Dr. Shiva also sheds light on the future of semiconductors, examining the ongoing innovation and addressing the global chip shortage that has impacted industries worldwide. "The Power Within" is an essential read for anyone who wants to understand the invisible force that shapes our world. Whether you're a tech enthusiast, a student seeking knowledge, or simply curious about the ubiquitous presence of semiconductors in our daily lives, this book offers an insightful and engaging journey into their power.