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DDataflow: An Open-Source Tool for End-to-End Tests of Machine Learning Pipelines (collaboration with Jean Carlo Machado)
Summary
DDataflow is an open-source tool for end-to-end testing of machine learning pipelines. It addresses the challenge of slow feedback loops in ML development by providing efficient, configuration-based sampling of production data, enabling data science teams to iterate quickly and catch integration bugs early.
Theodore's Context
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