Emerging and Changing Tasks in the Development Process for Machine Learning Systems
Integrating machine learning components in software systems is a task more and more companies are confronted with. However, there is not much knowledge today on how the software development process needs to change, when such components are integrated into a software system. We performed an interview study with 16 participants, focusing on emerging and changing task. The results uncover a set of 25 tasks associated to different software development phases, such as requirements engineering or deployment. We are just starting to understand the implications of using machine-learning components on the software development process. This study allows some first insights into how widespread the required process changes are.
Sat 27 JunDisplayed time zone: (UTC) Coordinated Universal Time change
15:00 - 18:00 | Session 3ICGSE Research Papers / ICGSE Experience Reports / ICSSP / ICGSE [Joint Event] - ICSSP/ICGSE / ICGSE Journal First at ICSSP-ICGSE Chair(s): Fabio Calefato University of Bari, Paul Clarke , Marco Gerosa Northern Arizona University _ ICGSE Theme: Onboarding and community evolution ICSSP Theme: Machine Learning, AI and Microservices Architectures | ||
15:00 5mDay opening | OpeningRecorded ICGSE [Joint Event] - ICSSP/ICGSE | ||
15:05 15mResearch paper | TasRec: A Framework for Task Recommendation in Crowdsourcing ICGSE Research Papers Kumar Abhinav Accenture Labs, Gurpriya Kaur Bhatia Indraprastha Institute of Information Technology, Delhi, Alpana Dubey Accenture Labs, India, Sakshi Jain Accenture, Nitish Bhardwaj Accenture Technology Labs | ||
15:20 15mTalk | From Art to Science: Evolution of Community Development ICGSE Journal First | ||
15:35 15mFull-paper | Process Implications of Executable Domain Models for Microservices Development ICSSP | ||
15:50 15mFull-paper | Do Instance-level Review Diagrams Support Validation Processes of Cyber-Physical System Specifications ICSSP Marian Daun University of Duisburg-Essen, Jennifer Brings University of Duisburg-Essen, Thorsten Weyer University Koblenz-Landau | ||
16:05 15mFull-paper | Onboarding Bot for Newcomers to Software Engineering ICSSP James Dominic Clemson University, Charles Ritter Clemson University, Paige Rodeghero Clemson University | ||
16:20 15mExperience report | How do newcomers learn work process in Global Software Development (GSD)? A survey study from the perspective of newly project leaders ICGSE Experience Reports Raquel Cunha SIDIA Institute of Science and Technology, Fernanda Souza SIDIA Institute of Science and Technology, Franciney Lima SIDIA Institute of Science and Technology, Bruno Bonifácio Universidade Federal do Amazonas - UFAM | ||
16:35 15mExperience report | Designing Engineering Onboarding for 60+ Nationalities ICGSE Experience Reports Julian Harty Commercetest Limited | ||
16:50 15mFull-paper | From Ad-Hoc Data Analytics to DataOps ICSSP Aiswarya Munappy Chalmers University of Technology, David Issa Mattos Chalmers University of Technology, Jan Bosch , Helena Holmström Olsson Malmö University, Anas Dakkak Ericsson | ||
17:05 15mFull-paper | Emerging and Changing Tasks in the Development Process for Machine Learning Systems ICSSP Hanyan Liu Chalmers | University of Gothenburg, Samuel Eksmo Chalmers | University of Gothenburg, Johan Risberg IBM Sweden, Regina Hebig University of Gothenburg | ||
17:20 15mFull-paper | Developing ML/DL Models: A Design Framework ICSSP | ||