Transferable Knowledge for Low-cost Decision Making in Cloud Environments

no code implementations • 7 May 2019 • Faiza Samreen, Gordon S. Blair, Yehia Elkhatib

We overcome this through developing a Transfer Learning (TL) approach where the knowledge (in the form of the prediction model and associated data set) gained from running an application on a particular cloud infrastructure is transferred in order to substantially reduce the overhead of building new models for the performance of new applications and/or cloud infrastructures.

Cloud Computing Decision Making +1

Daleel: Simplifying Cloud Instance Selection Using Machine Learning

no code implementations • 5 Feb 2016 • Faiza Samreen, Yehia Elkhatib, Matthew Rowe, Gordon S. Blair

Decision making in cloud environments is quite challenging due to the diversity in service offerings and pricing models, especially considering that the cloud market is an incredibly fast moving one.

BIG-bench Machine Learning Decision Making