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of production-grade ML pipelines. Solid mathematical foundation, with knowledge of statistical analysis. Experience in using database systems (relational, data warehouse and data lake). Experience in research
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warehouses (e.g., electronic medical records and biobanks), implementation and evaluation opportunities in live healthcare systems, and professional development resources like (grant) writing workshops and
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warehouse for analytical and decision-making purposes. Works collaboratively with the residency and apprenticeship teams to determine the appropriate research questions and methodologies to support the
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