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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 the earliest stages of development through to deployment. Its aim is to help healthcare professionals use AI safely and effectively, whether they are developing their own innovations or using purchased solutions. 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 deploy AI, but also to manage it sustainably in everyday clinical practice. The focus is therefore on developing production-ready AI solutions that can be used at scale, reliably and responsibly in a complex clinical environment. Particular attention goes to responsible deployment on on-premises, sovereign infrastructure, so that security, privacy and control over data and models remain protected. From model development and experiment tracking to CI/CD, model serving, monitoring, maintenance and integration with clinical systems: together, we make sure AI applications do more than go live. They must continue to perform well, be managed securely and improve over time.

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