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Earlier work
Selected earlier
research.
A selected collaborative project that adds geospatial data processing to my current focus on production ML. For recent independent work, explore the four public ML labs.
The project is presented in its original research context. My current engineering demonstrations are featured on the main portfolio.
Collaborative geospatial research · 2023
Canadian broadband coverage
A team project comparing Ookla speed-test measurements with Statistics Canada geographic data. The repository includes data preparation, spatial overlays, exploratory notebooks, and a Streamlit interface. It is retained as earlier collaborative work; the repository is a fork, and the full pipeline is a team result.