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From AI model to reliable healthcare application with MLOps at LUMC

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The client,

cairelab is LUMC’s centre of expertise for AI in healthcare. It specialises in supporting healthcare AI applications from initial development through to implementation. Its aim is to help healthcare professionals use AI safely and effectively, whether for innovations developed in-house or solutions they have purchased. It works closely with partners within and outside LUMC, connecting research, education, healthcare and valorisation.

Client LUMC
Industry Healthcare
Services AI Solutions
Tools & techniques Machine Learning, ML Engineering, MLOps, CI/CD, MLflow, Docker, Model Serving, Monitoring & Maintenance, FHIR/HL7, DICOM/PACS

Our solution,

LUMC wants not only to develop and implement AI, but also to manage it sustainably in day-to-day healthcare. The focus is therefore on developing production-ready AI solutions that can be deployed at scale, reliably and responsibly in a complex clinical environment. Particular attention goes to responsible implementation within on-premise, sovereign infrastructure, so that security, privacy and control over data and models remain safeguarded. From model development and experiment tracking to CI/CD, model serving, monitoring, maintenance and integration with clinical systems: together, we ensure that AI applications do more than go live. They continue to perform well, are managed securely and can be continuously improved.

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