REFSQ 2024
Mon 8 - Thu 11 April 2024 Winterthur, Switzerland
Thu 11 Apr 2024 14:00 - 14:40 at Blauer Saal - Future Perspectives in RE (R10) Chair(s): Ashley van Can

[Context & Motivation] Machine learning (ML) use has increased significantly, [Question/Problem] however, organizations still struggle with operationalizing ML. [Principle results] In this paper, we explore the intersection between machine learning operations (MLOps) and Requirements engineering (RE) by investigating the current problems and best practices associated with developing an MLOps process. The goal is to create an artifact that would guide MLOps implementation from an RE perspective, resulting in a more systematic approach to managing ML models in production by identifying and documenting the goals and objectives. [Contribution] By establishing a more thorough understanding of how the two domains interact and by offering practical guidance for implementing MLOps processes from a RE perspective, this study advances both the MLOps and RE fields.

Thu 11 Apr

Displayed time zone: Amsterdam, Berlin, Bern, Rome, Stockholm, Vienna change

14:00 - 15:30
Future Perspectives in RE (R10)Research Track at Blauer Saal
Chair(s): Ashley van Can Department of Information and Computing Sciences, Utrecht University
14:00
40m
Talk
Operationalizing Machine Learning Using Requirements-Grounded MLOpsTechnical design
Research Track
A: Milos Bastajic Chalmers University of Technology, A: Jonatan Boman Karinen Chalmers, P: Jennifer Horkoff Chalmers and the University of Gothenburg, D: Meira Levy Shenkar College of Engineering, Design, Art
14:40
20m
Talk
Requirements Engineering for No-Code Development (RE4NCD): A Case Study of Rapid Application Development during War Research Preview
Research Track
P: Meira Levy Shenkar College of Engineering, Design and Art, A: Irit Hadar University of Haifa, D: Eran Sadovski PhD candidate Haifa University
15:00
20m
Talk
Towards a Comprehensive Ontology for Requirements Engineering for AI-powered SystemsResearch Preview
Research Track
P: Eran Sadovski PhD candidate Haifa University, A: Itzhak Aviv The Academic College of Tel-Aviv Yaffo, A: Irit Hadar University of Haifa, D: Jennifer Horkoff Chalmers and the University of Gothenburg