Projects
Surgical Ergonomics (InSim)
Intraoperative ergonomic simulation platform for laparoscopic and orthopedic procedures. Validated across clinical trials achieving 80% surgeon compliance, supporting the FDA Class II regulatory submission pathway.
EEG Signal Acquisition & IoT
Real-time EEG acquisition pipeline with end-to-end IoT integration for motor imagery decoding. Applied EEGLAB preprocessing and a 1D CNN classifier on AWS IoT-streamed data to decode neural signals from consumer-grade electrodes.
Medical Image Data Aug with GANs
See publication →Generative AI augmentation pipeline built on the VinDr SpineXR medical imaging dataset, expanding training data by 159%. Used diffusion-based synthesis to improve model robustness for spinal abnormality detection on under-represented classes.
Redesigning Patient Experience (quickER)
End-to-end redesign of the emergency department experience targeting NYC hospitals with 201-minute average wait times. Delivered digital-first triage and patient communication flows through user research, service design, and high-fidelity Figma prototyping.