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Distributed Learning with a Local Touch: Improving Efficiency in Multiparty Learning

SHIVA (Autor)

Buch | Softcover

84 Seiten

2024
tredition (Verlag)
978-3-384-25422-1 (ISBN)

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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 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.

Professor Shiva, for your Parasitology course, I'd like to propose "Mind Control Master: Toxoplasma's Life Cycle." This book isn't your typical parasite text. It dives into the fascinating world of Toxoplasma gondii, a microscopic manipulator with a complex life cycle. We'll explore how this parasite infects warm-blooded animals, including humans, and delve into the science behind its potential to alter host behavior. The book meticulously dissects each stage of Toxoplasma's journey, from its formation in cats to its cunning methods of infecting other hosts. We'll analyze how it spreads and how it might impact the nervous system. But "Mind Control Master" goes beyond the creepy factor. It explores the evolutionary adaptations that allow Toxoplasma to thrive and the ongoing research on potential links between infection and neurological conditions. This book is a captivating read for anyone interested in parasites, public health, and the mysteries of their complex life cycles and potential effects on their hosts.

Erscheint lt. Verlag	8.6.2024
Verlagsort	nathan park
Sprache	englisch
Maße	155 x 234 mm
Gewicht	155 g
Themenwelt	Sozialwissenschaften ► Pädagogik ► Bildungstheorie
Schlagworte	Collaborative AI • Collaborative Learning • Communication Efficiency • decentralized ai • differential privacy • edge computing • Education • federated learning • Local adaptation • Scalability
ISBN-10	3-384-25422-8 / 3384254228
ISBN-13	978-3-384-25422-1 / 9783384254221
Zustand	Neuware