GraphLab: A Distributed Framework for Machine Learning in the Cloud

@article{Low2011GraphLabAD,
  title={GraphLab: A Distributed Framework for Machine Learning in the Cloud},
  author={Yucheng Low and Joseph Gonzalez and Aapo Kyrola and Danny Bickson and Carlos Guestrin},
  journal={CoRR},
  year={2011},
  volume={abs/1107.0922}
}
Machine Learning (ML) techniques are indispensable in a wide range of fields. Unfortunately, the exponential increase of dataset sizes are rapidly extending the runtime of sequential algorithms and threatening to slow future progress in ML. With the promise of affordable largescale parallel computing, Cloud systems offer a viable platform to resolve the computational challenges in ML. However, designing and implementing efficient, provably correct distributed ML algorithms is often… CONTINUE READING
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