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API platform for ML models · UWV

Lead data engineer, product owner · 2022 – 2024

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