Distributed learningSpeedupPerformance tuningScale of data and scale of computation infrastructures together enable the current deep learning renaissance. However, training large-scale deep architectures demands both algorithmic improvement and careful system configuration. In this paper, we focus on employing ...
[13] G. Mann, R. McDonald, M. Mohri, N. Silberman, and D. Walker. Efficient large-scale distributed training of conditional maximum entropy models. In NIPS, 2009. [14] R. McDonald, K. Hall, and G. Mann. Distributed training strategies for the structured perceptron. In NAACL, 2010. ...
论文笔记:arXiv'21 GIST: Distributed Training for Large-Scale Graph Convolutional Networks 天下客 机器学习、联邦学习、图神经网络 2021 科学创新季 13 人赞同了该文章 前言 本文提出了一个新颖的分布式框架实现了大规模 GCN(ultra-wide, overparameterized models)的高效训练称为 GIST。GIST 将一个 GCN ...
Knowledge Distillation(6)——Large scale distributed neural net training through online distillation,程序员大本营,技术文章内容聚合第一站。
The graph convolutional network (GCN) is a go-to solution for machine learning on graphs, but its training is notoriously difficult to scale both in terms
2.1 Distributed DNN Training 我们专注于同步分布式DNN训练,其中许多工作人员在多台机器上共同迭代地处理最新的DNN模型。每个训练迭代包含一个前向计算过程(用于计算损失)和一个反向传播过程(用于计算梯度),计算得到的梯度用于模型更新[20]。同步训练确保比异步训练更好的模型准确性,因此在大规模DNN训练中很受欢迎[5]...
Tutorial: Large-Scale Distributed Systems for Training Neural NetworksJeff DeanOriol Vinyals
Distributed Training Large-Scale Deep Architectures Scale of data and scale of computation infrastructures together enable the current deep learning renaissance. However, training large-scale deep architectu... SX Zou,CY Chen,JL Wu,... - Springer, Cham 被引量: 6发表: 2017年 The Discrete Infinite...
network can fit the soft-label information output from the large-scale neural network through the loss function to complete the knowledge migration of the ... W Wang,X Zhou,C Jiang,... - 《Processes》 被引量: 0发表: 2023年 METHOD AND SYSTEM FOR TRAINING A NEURAL NETWORK MODEL USING KNOW...
DeepRec Extension is an easy-to-use, stable and efficient large-scale distributed training system based on DeepRec. - DeepRec-AI/extension