2 papers
cs.DC2019
Workflow-Driven Distributed Machine Learning in CHASE-CI: A Cognitive Hardware and Software Ecosystem Community Infrastructure
Ilkay Altintas, Kyle Marcus, Isaac Nealey +7
The advances in data, computing and networking over the last two decades led to a shift in many application domains that includes machine learning on big data as a part of the scie…
cs.CY2019
Towards A Methodology and Framework for Workflow-Driven Team Science
Ilkay Altintas, Shweta Purawat, Daniel Crawl +2
Scientific workflows are powerful tools for management of scalable experiments, often composed of complex tasks running on distributed resources. Existing cyberinfrastructure provi…