projects
Selected engineering and applied ML projects.
Expected Goal Prediction · NHL
Goal probability prediction system for NHL gameplay data. Peak AUC of 0.88. Engineered 18+ spatial and temporal features; compared tree-based ensembles with neural networks using Bayesian and Grid Search hyperparameter tuning.
AI Agents for Computer Use
LLM agent that browses the web following natural language instructions. Processes cleaned HTML into LLM context; uses DSPy for few-shot prompting.
Deep UNet for Melanoma Segmentation
Image segmentation model for dermoscopy images, used in downstream disease classification tasks.
Light-to-Camera Indoor Positioning
Novel indoor positioning system for mobile devices using light-based communication.
AI for Dementia
iOS app assisting patients with dementia using voice-to-text and text-to-voice models to manage routines and reminders.
More on GitHub.