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IterStore is a parameter server library for iterative convergent machine learning applications. Our example applications include matrix factorization, LDA, multi-class logistic regression, and PageRank.
GeePS is a parameter server library that scales single-machine GPU machine learning applications (such as Caffe) to a cluster of machines.
- Cluster Scheduling for Explicitly-speculative Tasks
David Petrou. Carnegie Mellon University Ph.D Dissertation. CMU-PDL-04-112, September 2004.
Abstract / PDF [4.2M] / Simulator Code
TIP (Transparent Informed Prefetching)