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Online Learning for DNN Training: A Stochastic Block Adaptive Gradient Algorithm

Adaptive algorithms are widely used because of their fast convergence rate for training deep neural networks (DNNs). However, the training cost becomes prohibitively expensive due to the computation of the full gradient when training complicated DNN. To reduce the computational cost, we present a st...

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Detalles Bibliográficos
Autores principales: Liu, Jianghui, Li, Baozhu, Zhou, Yangfan, Zhao, Xuhui, Zhu, Junlong, Zhang, Mingchuan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9184190/
https://www.ncbi.nlm.nih.gov/pubmed/35694581
http://dx.doi.org/10.1155/2022/9337209