Deep Neural Networks for Learning Intent from sEMG Signals
A deep learning pipeline that decodes five-finger motor intent from
post-stroke sEMG signals, with distillation to a four-channel CNN,
built with the UTMIST team for post-stroke rehabilitation hardware.
Starglazers - 2nd @ Ignition Hacks 2026
An environmental-track 2D/3D map exploring Toronto light pollution
with satellite data, glow hotspots, YOLO analysis, and retrofit
savings.
Sleep Stage Classification
A deep CNN-LSTM pipeline that classifies sleep stages from
multi-channel biosignals and processes full-day recordings for 40+
patients.
Personality Prediction from fMRI
A deep CNN pipeline that predicts NEO-FFI personality traits from
resting-state fMRI connectivity data across 1,200 participants, for
APS360.
DevLift
A VS Code extension that uses webcam-based computer vision to
respond to your emotional state while coding, and it was built for
Ignition Hacks 2025.
Verbatim - 2nd @ Hack Without Borders 2026
A Python app that uses computer vision to read text aloud from your
webcam in real time.