Projects
Here are some of my recent projects in machine learning, data science, and software development.
A machine learning project analyzing pedestrian crossing distances in urban environments using satellite imagery.
Technologies Used
PyTorchComputer VisionGISPython
Key Achievements
- Fine-tuned Meta's SAM2 model for satellite imagery analysis, achieving 0.851 IoU
- Optimized inference pipeline by 37% through parameter tuning
- Implemented end-to-end ML pipeline with cloud infrastructure
A Python package for analyzing public transit efficiency compared to car-based transit.
Technologies Used
PythonData AnalysisGISTransit APIs
Key Achievements
- Developed Python package for public transit efficiency analysis
- Created benchmarks for routing algorithm evaluation
- Optimized transit route search functionality
Mobile application for evaluating aerosol transmission risks in public spaces using sensor data.
Technologies Used
SwiftiOSPyTorchComputer Vision
Key Achievements
- Developed iOS application using Swift for mobile sensor data collection
- Trained image classification models with thermal imagery
- Implemented real-time risk assessment algorithms