SHADHO: Massively Scalable Hardware-Aware Distributed Hyperparameter Optimization

no code implementations • 5 Jul 2017 • Jeff Kinnison, Nathaniel Kremer-Herman, Douglas Thain, Walter Scheirer

We first demonstrate that our framework achieves double the throughput of a standard distributed hyperparameter optimization framework by optimizing SVM for MNIST using 150 distributed workers.

Cell Segmentation Hyperparameter Optimization

Using Genetic Algorithms to Benchmark the Cloud

no code implementations • 27 Aug 2015 • Jeff Kinnison, Sekou L. Remy

Results also show the effectiveness of our GA in determining the level of service of PaaS providers, and for determining if the level of service of one PaaS vendor is repeatable with another.