Research Projects
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Research Paper
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Undergraduate Research Symposium 2021
Team Snapshot
- Represented the university in an international Machine Learning Research Competition revolving around climate change.
- We compared different Machine Learning models to predict the Air Quality Index of a region in Northern California, one day after the onset of a wildfire in the vicinity.
- We plan to continue our research for the next six months. This research will be useful in determining the longer-term trend to air quality index due to wildfires.
- Competition Website
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: Participants video
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Water Infrastructure
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Paper
Presentation
- Research project using data analysis and machine learning to optimize the maintenance of roads and water mains in Madison.
- Analyzed breakage factors and predicted future breakages in water pipes; factored road quality to suggest a combined repair plan.
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Uncertainty Estimation
Research Deck
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Team Picture
- Research project using error analysis to estimate the domain of standard machine learning models.
- Explored the relationship between different distance metrics and the error in different error metrics.
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