SC²S Colloquium - November 18, 2015
|Date:||November 18, 2015|
|Time:||3:00 pm, s.t.|
Karthikeya Sampa Subbarao: Elastic Machine Learning with Multivariate Extrapolation
Large scale machine learning (ML) often requires flexible specification of ML algorithms for dynamic scaling, depending on the availability of resources. In this paper, we introduce a grid-based technique for regression, which allows dynamic resource utilization and provides the capability to compute the best possible result at a given point of time. We try to provide the foundation for developing an approach to be implemented in a parallel framework with dynamic resource allocation.