Selected Builds

Projects

VALID

Multimodal clinical decision support system for reducing low-value CT scans at ED triage using vitals, clinical notes, and ensemble models. Responsible AI Award at CUCAI 2026.

multimodal machine learningNLPclinical decision support

ApneaNet

Predictive clinical modeling system for diagnosing sleep apnea from real-world data, built in a multidisciplinary team. 1st place at Toronto Health Datathon 2025.

predictive modelingfeature engineeringteam collaboration

Baymax

ECG-based arrhythmia detection system for real-time cardiac monitoring and early warning support. Winner at Hack the Heart.

deep learningsignal processingtime-series modeling

Hero

Assistive device concept for stroke rehabilitation focused on mobility, recovery, and user-centered design.

user-centered designprototypingembedded systems

SepsisAI

Machine learning system for early sepsis prediction and patient deterioration monitoring, explored in collaboration with Google Health.

risk modelingclinical decision supportmachine learning