Operationalizing Machine Learning Using Requirements-Grounded MLOpsTechnical design
[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 AprDisplayed 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 40mTalk | 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 20mTalk | 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 20mTalk | 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 |