Work
Computer vision, geospatial and conservation data science projects.
| Title | Description | Categories |
|---|---|---|
| Overture Places signals pipeline | A Spark, Iceberg and Airflow pipeline that scores whether tens of millions of businesses are still operating, for the Overture Maps Foundation. | geospatial, machine learning, MLOps, data engineering |
| MermaidSeg | Core contributor (250+ commits) to an open-source coral segmentation repo using DINOv3. | computer vision, open source, conservation, MLOps, data engineering |
| Coral classification at scale | Image classifiers for coral growth forms and benthic attributes, trained on 500,000+ images with 14M+ annotations. | computer vision, machine learning, conservation |
| MERMAID Concept Bottleneck Demo | A public Gradio demo of MERMAID coral segmentation, running on Hugging Face ZeroGPU. | computer vision, conservation |
| Rooftop and structures semantic segmentation | Led an end-to-end computer vision project that segments rooftops and new constructions from aerial imagery, temporal data and LiDAR, for an insurance client. | computer vision, geospatial |
| Leading the Sparkgeo data science team | Four years leading Sparkgeo’s data science team: an adapted DSLP process, coaching and reviews, advocacy for pay and visibility, and a co-op program. | leadership |
| AI Working Group and Agent Skills | Company-wide AI principles, a handbook and tool evaluations, from chairing Sparkgeo’s AI Working Group. | leadership |
| Trade monitoring from satellite imagery | A Sparkgeo team project for the World Bank, using satellite imagery to monitor activity at border crossings. | computer vision, geospatial |
| MERMAID classifier | PySpacer-based tooling for training and evaluating classifiers for the MERMAID conservation platform. | machine learning, open source, conservation |
| GrassLander | A citizen-science platform for observing grassland species at risk across Ontario. | geospatial, conservation |
| SARFIP interactive map | An R Shiny and Leaflet choropleth of Species at Risk–funded projects in Ontario, with a time slider. | geospatial |
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