机器学习平台 GraphLab

• 授权协议: Apache
• 开发语言: C/C++
• 操作系统: Linux
• 软件首页: http://graphlab.org/
• 软件文档: http://graphlab.org/tutorials-2/

软件介绍

GraphLab 是一个机器学习平台，主要是图模型方面的计算。

GraphLab 是另一种有趣的MapReduce抽象实现，侧重机器学习算法的并行实现。GraphLab中，Map阶段定义了可以独立执行（在独立的主机上）的计算，Reduce阶段合并这些计算结果。

Designing and implementing efficient and provably correct parallel machine learning (ML) algorithms can be very challenging. Existing high-level parallel abstractions like MapReduce are often insufficiently expressive while low-level tools like MPI and Pthreads leave ML experts repeatedly solving the same design challenges. By targeting common patterns in ML, we developed GraphLab, which improves upon abstractions like MapReduce by compactly expressing asynchronous iterative algorithms with sparse computational dependencies while ensuring data consistency and achieving a high degree of parallel performance.

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