2019 · 48 citations · 22 references
ComputingComputer ScienceHigh-performance ComputingDistributed SystemsMachine LearningParallel ComputingDistributed AlgorithmsDistributed ComputingDistributed LearningDistributed Systems DesignScalable Machine LearningTransport LayerDistributed Machine LearningHigh PerformanceHigh-performance Computing PerformanceMachine Learning WorkloadsParallel Machine LearningTransport Layer OptimizationTransport Layer Protocols
Motivated by the increasing scale of data, we see a growing need of high performance distributed machine learning systems. Many research works are being proposed to improve distributed machine learning performance.
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Deep Residual Learning for Image Recognition
Kaiming He, Xiangyu Zhang, Shaoqing Ren et al. · 2016 · 222.1K citations · Full text
TensorFlow: A system for large-scale machine learning
Martı́n Abadi, Paul Barham, Jianmin Chen et al. · arXiv (Cornell University) · 2016 · 8.8K citations · Full text
Sequence to Sequence Learning with Neural Networks
Ilya Sutskever, Oriol Vinyals, Quoc V. Le · arXiv (Cornell University) · 2014 · 3.5K citations · Full text
Computing, Computer Science, French +14
On the momentum term in gradient descent learning algorithms
Ning Qian · Neural Networks · 1999 · 2.3K citations · Full text
Mohammad Alizadeh, Albert Greenberg, David A. Maltz et al. · 2010 · 1.8K citations · Full text