Bryce Grover
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Categories
All (5)
AIS (1)
classification (1)
climate (1)
clustering (2)
computer vision (1)
deep learning (1)
end-to-end (1)
energy (1)
geospatial (2)
medical imaging (1)
network analysis (1)
operations (1)
OSMnx (1)
public health (1)
PyTorch (1)
regression (2)
simulation (1)
statistical learning (1)
time series (2)
XGBoost (1)
YOLOv8 (1)

Projects

Writeups in machine learning, computer vision, and applied analytics.

Project writeups in machine learning, computer vision, and applied analytics by Bryce Grover.

Each piece shows the data, the modeling choices, and the results, including the parts that didn’t work.

Arctic Shipping Routes Under Retreating Sea Ice

AIS vessel tracks and sea ice extent in the North Atlantic and Arctic Oceans.
geospatial
clustering
climate
AIS
time series
Aug 2026
2 min

Courier Assignment and Bottleneck Detection in Urban Food Delivery

Network analysis and discrete-event simulation of food delivery in Washington, DC.
network analysis
simulation
geospatial
operations
OSMnx
Aug 2026
3 min

Curriculum Learning for Dental Disease Detection

A three-stage YOLOv8 pipeline on the DENTEX 2023 dataset, and an honest negative result.
computer vision
deep learning
medical imaging
YOLOv8
PyTorch
Apr 2026
4 min

Predictive Modeling of U.S. Oral Health Outcomes

Logistic regression, random forests, and XGBoost on NHANES 2017–2018.
statistical learning
classification
regression
public health
XGBoost
Apr 2026
6 min

Residential Electricity Demand Forecasting from Weather

End-to-end pipeline. DSGrid demand profiles plus ERA5 weather via Open-Meteo for NYC.
time series
regression
clustering
energy
end-to-end
Dec 2025
3 min
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