3 papers
cs.DB2019
sql4ml A declarative end-to-end workflow for machine learning
Nantia Makrynioti, Ruy Ley-Wild, Vasilis Vassalos
We present sql4ml, a system for expressing supervised machine learning (ML) models in SQL and automatically training them in TensorFlow. The primary motivation for this work stems…
cs.DB2019
Declarative Data Analytics: a Survey
Nantia Makrynioti, Vasilis Vassalos
The area of declarative data analytics explores the application of the declarative paradigm on data science and machine learning. It proposes declarative languages for expressing d…
cs.DS2016
Scheduling MapReduce Jobs under Multi-Round Precedences
Dimitris Fotakis, Ioannis Milis, Orestis Papadigenopoulos +2
We consider non-preemptive scheduling of MapReduce jobs with multiple tasks in the practical scenario where each job requires several map-reduce rounds. We seek to minimize the ave…