Search Results for author: Aapo Kyrola

Found 3 papers, 2 papers with code

Accurate, Large Minibatch SGD: Training ImageNet in 1 Hour

70 code implementations8 Jun 2017 Priya Goyal, Piotr Dollár, Ross Girshick, Pieter Noordhuis, Lukasz Wesolowski, Aapo Kyrola, Andrew Tulloch, Yangqing Jia, Kaiming He

To achieve this result, we adopt a hyper-parameter-free linear scaling rule for adjusting learning rates as a function of minibatch size and develop a new warmup scheme that overcomes optimization challenges early in training.

Stochastic Optimization

GraphLab: A New Framework For Parallel Machine Learning

no code implementations9 Aug 2014 Yucheng Low, Joseph E. Gonzalez, Aapo Kyrola, Danny Bickson, Carlos E. Guestrin, Joseph Hellerstein

Designing and implementing efficient, provably correct parallel machine learning (ML) algorithms is challenging.

BIG-bench Machine Learning

GraphLab: A New Framework for Parallel Machine Learning

2 code implementations25 Jun 2010 Yucheng Low, Joseph Gonzalez, Aapo Kyrola, Danny Bickson, Carlos Guestrin, Joseph M. Hellerstein

Designing and implementing efficient, provably correct parallel machine learning (ML) algorithms is challenging.

BIG-bench Machine Learning

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