![An isometric grid of cubes is arranged to look like a city block. One of the cubes is taller and a different color than the rest.](/assets/img/projects/automated-change-detection-in-geospatial-imagery/automated-change-detection-in-geospatial-imagery-card.jpg)
Automated Change Detection in Geospatial Imagery
Employing machine learning on satellite imagery to improve representation in surveys.
Learn More about Automated Change Detection in Geospatial Imagery![An isometric computer monitor displays the xD logo with a keyboard in front of it.](/assets/img/projects/bias-toolkit/bias-toolkit-card.jpg)
Bias Toolkit
Equipping experts with tools that help mitigate and correct sources of bias in federal data.
Learn More about Bias Toolkit![A group of isometric cubes is connected by lines to illustrate the connection of nodes to one another.](/assets/img/projects/deploying-privacy-enhancing-technologies/deploying-privacy-enhancing-technologies-card.jpg)
Deploying Privacy-Enhancing Technologies
Deploying privacy-enhancing technologies to understand the future of data collection & dissemination.
Learn More about Deploying Privacy-Enhancing Technologies![An isometric 3 by 5 grid is formed by square blocks. 4 blocks in the bottom-right are joined by a line and are in a different color demonstrating a focus, or bias, to the bottom-right of the grid.](/assets/img/projects/combating-bias-in-ai/combating-bias-in-ai-card.jpg)
Combating Bias in AI
Building a product that automatically detects bias in datasets that could lead to incorrect, systematically biased predictions.
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Machine Learning for Customer Insight
Better customer experience by utilizing machine learning.
Learn More about Machine Learning for Customer Insight![](/assets/img/projects/surfacing-public-voices/surfacing-public-voices-card.jpg)
Surfacing Public Voices
Using alternative methods to solicit feedback about government-provided services.
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