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Proactive Congestion Avoidance for Distributed Deep Learning

This paper presents “Proactive Congestion Notification” (PCN), a congestion-avoidance technique for distributed deep learning (DDL). DDL is widely used to scale out and accelerate deep neural network training. In DDL, each worker trains a copy of the deep learning model with different training input...

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Detalles Bibliográficos
Autores principales: Kang, Minkoo, Yang, Gyeongsik, Yoo, Yeonho, Yoo, Chuck
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7796356/
https://www.ncbi.nlm.nih.gov/pubmed/33383840
http://dx.doi.org/10.3390/s21010174