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ICSE 2023
Sun 14 - Sat 20 May 2023 Melbourne, Australia

Building and maintaining production-grade ML-enabled components is a complex endeavor that goes beyond the current approach of academic education, focused on the optimization of ML model performance in the lab. In this paper, we present a project-based learning approach to teaching MLOps, focused on the demonstration and experience with emerging practices and popular and open-source tools to automatize the construction of ML-enabled components. We examine the design of a course based on this approach, including laboratory sessions that cover the end-to-end ML component life cycle, from model building to production deployment. Moreover, we report on preliminary results from the first edition of the course. During the present year, an updated version of the same course is being delivered in two independent universities; the related learning outcomes will be evaluated to analyze the effectiveness of project-based learning for this specific subject.

Wed 17 May

Displayed time zone: Hobart change

15:45 - 17:15
Introductory and undergraduate educationSEET - Software Engineering Education and Training at Meeting Room 106
Chair(s): Rafael Prikladnicki School of Technology at PUCRS University
15:45
15m
Talk
Are you cloud-certified? An Experience Report to Prepare Computing Undergraduates for Cloud Certification with Experiential Learning
SEET - Software Engineering Education and Training
Eng Lieh Ouh Singapore Management University, Benjamin Kok Siew Gan Singapore Management University
16:00
15m
Talk
Understanding Students' Knowledge of Programming Patterns Through Code Editing and Revising Tasks
SEET - Software Engineering Education and Training
Sara Nurollahian University of Utah, Anna Rafferty Carleton College, Eliane Wiese University of Utah
16:15
15m
Talk
Speak, Memory! Analyzing Historical Accidents to Sensitize Software Testing Novices
SEET - Software Engineering Education and Training
Natalia Silvis-Cividjian Vrije Universiteit (VU) Amsterdam, Fritz Hager NA
16:30
15m
Talk
Software startup within a university - producing industry-ready graduates
SEET - Software Engineering Education and Training
Saara Tenhunen University of Helsinki, Tomi Männistö University of Helsinki, Petri Ihantola University of Helsinki, Jami Kousa University of Helsinki, Matti Luukkainen University of Helsinki
16:45
7m
Talk
Teaching MLOps in Higher Education through Project-Based Learning
SEET - Software Engineering Education and Training
Filippo Lanubile University of Bari, Silverio Martínez-Fernández UPC-BarcelonaTech, Luigi Quaranta University of Bari, Italy
16:52
7m
Talk
Software Resurrection: Discovering Programming Pearls by Showing Modernity to Historical Software
SEET - Software Engineering Education and Training
Abhishek Dutta University of Oxford
Pre-print Media Attached File Attached
17:00
7m
Talk
Teaching Computer Science Students to Communicate Scientific Findings More Effectively
SEET - Software Engineering Education and Training
Marvin Wyrich Saarland University, Stefan Wagner University of Stuttgart
Pre-print