Data Science2024
Modular Data Science Pipeline with DVC & Dagger
Refactored a monolithic Python workflow into a modular, reproducible data science pipeline with clean separation of concerns.
Methodology
Data versioning, containerized workflow orchestration, and automated testing integrated across preprocessing, training, and model-selection stages.
Findings
Achieved consistent, traceable workflows that streamlined collaboration and supported reliable production deployment.
Tools & Methods
DVCDaggerGitHub ActionsDockerPython