activity
20212024
most citedMLOps Challenges in Multi-Organization Setup: Experiences from Two Real-World Cases

40 citations · 73 across the 5 of their papers we have counts for

collaborators

6 papers

cs.SE2024★ 3 cited

Towards regulatory compliant lifecycle for AI-based medical devices in EU: Industry perspectives

Tuomas Granlund, Vlad Stirbu, Tommi Mikkonen

Despite the immense potential of AI-powered medical devices to revolutionize healthcare, concerns regarding their safety in life-critical applications remain. While the European re…

cs.SE2022★ 30 cited

Continuous Design Control for Machine Learning in Certified Medical Systems

Vlad Stirbu, Tuomas Granlund, Tommi Mikkonen

Continuous software engineering has become commonplace in numerous fields. However, in regulating intensive sectors, where additional concerns needs to be taken into account, it is…

cs.SE2021

Extending SOUP to ML Models When DesigningCertified Medical Systems

Vlad Stirbu, Tuomas Granlund, Jere Helén +1

Software of Unknown Provenance, SOUP, refers to a software component that is already developed and widely available from a 3rd party, and that has not been developed, to be integra…

cs.SE2021★ 40 cited

MLOps Challenges in Multi-Organization Setup: Experiences from Two Real-World Cases

Tuomas Granlund, Aleksi Kopponen, Vlad Stirbu +2

The emerging age of connected, digital world means that there are tons of data, distributed to various organizations and their databases. Since this data can be confidential in nat…

cs.CY2021

On Medical Device Software CE Compliance and Conformity Assessment

Tuomas Granlund, Tommi Mikkonen, Vlad Stirbu

Manufacturing of medical devices is strictly controlled by authorities, and manufacturers must conform to the regulatory requirements of the region in which a medical device is bei…

cs.CR2021

On Medical Device Cybersecurity Compliance in EU

Tuomas Granlund, Juha Vedenpää, Vlad Stirbu +1

The medical device products at the European Union market must be safe and effective. To ensure this, medical device manufacturers must comply to the new regulatory requirements bro…