SC²S Colloquium - November 18, 2015

From Sccswiki
Revision as of 17:44, 20 October 2015 by Bakhtiar (talk | contribs) (Created page with "{| class="wikitable" |- | '''Date:''' || November 18, 2015 |- | '''Room:''' || 02.07.023 |- | '''Time:''' || 3:00 pm, s.t. |- |} == Karthikeya Sampa Subbarao: Elastic Machine...")
(diff) ← Older revision | Latest revision (diff) | Newer revision → (diff)
Jump to navigation Jump to search
Date: November 18, 2015
Room: 02.07.023
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.