Software Engineering for AI/ML/DL
The research is concerned with developing largely automated solutions that support the creation, training and evaluation of ML/DL components in industrial, production-quality systems. Specifically, as, similar to other software components, ML/DL components deployed in industrial practice are continuously retrained, validated using A/B testing and then deployed once the new model proves superior to the previous version, we aim to study the challenges arising from this continuous process of collecting data, improving and retraining the model, validating the newest version of the model and then monitoring and logging to ensure that the model performs according to expectations and integrates well with the other software components as well as the data pipelines established in the software intensive system. As cyber physical systems typically are instantiated many times, one of the challenges that we intend to study is the combination of data and learnings from many instances of systems that operate in, potentially highly diverse, contexts.
- Software Center (Centre, Sweden)
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Professor in the Software Engineering division at the Department of Computer Science and Engineering
Prof. Jan Bosch is the director of Software Center organization. Software Centre collaborates with such software development companies as Ericsson AB, Volvo Cars, AB Volvo, Saab AB, etcetera, with...
Professor, Director of ICT Area of Advance, Director of Chalmers AI Research Centre, Software Engineering division, Computer Science and Engineering.
Ivica Crnkovic is a professor of software engineering at Chalmers University, Gothenburg, and Mälardalen University, Västerås. He is the director of ICT Area of Advance at Chalmers University , and...
PhD Student, Software Engineering division, Department of Computer Science and Engineering.
- Chalmers AI Research Centre (CHAIR) (Centre, Sweden)