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API platform for ML models · UWV
Platform hosting machine learning models in production for real-time fraud prediction on incoming requests. As product owner and lead data engineer responsible for both the build and the delivery.
what I did
- FastAPI application that fetches data and serves the ML model in real time
- Dagster for orchestrating data loads, predictions and exports
- GDPR-compliant processing and traceable storage of large volumes of log data
- Dashboard to monitor model performance
- Backlog, sprint planning, demos and organization-wide presentations as product owner
stack
PythonFastAPIDagsterDockerSQL