experience & projects.

Kelpie Robotics | University of Ottawa · Ottawa, ON

• Automated detection of 5 underwater object classes via YOLOv8 + COLMAP, processing 200 filtered frames per run
• Achieved ±1 cm accuracy in 300s via GPU-accelerated COLMAP SfM/MVS with O(n) sequential feature matching
• Containerized the full vision stack with Docker to ensure consistent deployment across heterogeneous hardware
• Implemented TCP-based sensor data streaming with timeout and recovery handling to ensure reliable flow

Mer Lab, University of Ottawa | Supervised by Prof. Arvind Mer · Ottawa, ON

• Achieved 0.75 ROC-AUC on a 207-patient cohort by training a Python RandomForest on TCGA ovarian cancer expression matrices
• Applied SHAP TreeExplainer to identify the top 20 survival-driving genes for clinical review
• Validated generalizability across TCGA (n=207) and GSE102073 (n=84) via Kaplan-Meier OS with log-rank testing
• Reduced input dimensionality by 97% (48,167 to 1,565 genes) via expression thresholding and z-score normalization
• Contributing to a manuscript on genomic survival prediction in ovarian cancer for journal submission

The Acquist · Remote

• Architected a React Native + TypeScript monorepo with shared API and type packages for a talent marketplace
• Implemented Supabase OAuth with protected routing, session persistence, and onboarding gates for user activation
• Designed a PostgreSQL schema with full-text search, RLS policies, and cursor-based pagination across 11 API modules, reducing load times by 35%

L'Abbraccio ODV | University of Ottawa · Remote

• Restored a React Native maternal health app for rural Benin by resolving RLS across 14 tables and building a real-time labor monitoring dashboard