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## Projects
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- **Outcomes Target Map** - Built organization-wide dashboard in R Shiny to help World Bank Group track development targets across country portfolios
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- **[Illegal Mining Detection in Ghana](https://24-bee-supply.shinyapps.io/ghana_galamsey_mining_detection_dashboard/)** - Trained machine learning model on satellite imagery to identify informal mining sites; integrated licensing data and local governance information to map regulatory gaps
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- **[Illegal Mining Detection in Ghana](https://24-bee-supply.shinyapps.io/ashanti_region_galamsey_detection_dashboard/)** - Trained machine learning model on satellite imagery to identify informal mining sites; integrated licensing data and local governance information to map regulatory gaps
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- **Computer Vision for Homeless Services** - Developing satellite image classification system to detect unsheltered homelessness in San Francisco using Planet.com imagery (in progress)
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