Selected Work

Projects

Machine learning systems that moved from research into operations.

Healthcare automation, research computer vision, and tooling built around measurable outcomes.

Open resume Contact

Featured System

01

Production ML 2,000+ monthly prescriptions

Fax OCR Framework

Production OCR system using AWS Textract to extract structured data from prescription faxes, automating 2000+ prescriptions monthly.

Outcome

2,000+ monthly prescriptions

Stack

Python AWS Textract OCR Healthcare
Prescription fax OCR pipeline showing a document, OCR engine, and extracted data form.

Project Index

Research and tools

Supporting work across computer vision, medical imaging, and annotation workflows.

02

Overhead livestock pen video frame with pig tracking boxes and movement paths.
Machine Learning

Realtime Pig Tracking System

Deep learning framework processing 30+ terabytes of swine research video into actionable metrics for animal behavior analysis.

Python PyTorch Computer Vision TensorFlow

Outcome

30+ TB video

03

MRI segmentation comparison with a grayscale scan, predicted mask, and tissue legend.
Machine Learning

MRI Mask Segmentation

CNN algorithm to automatically segment brain gray matter from pig MRI images achieving 94% mean IoU. Orally presented at SBR 2022.

Python PyTorch Medical Imaging CNN

Outcome

94% mean IoU

04

Deepfake detection dashboard with facial landmarks, authenticity score, and confidence bar.
Machine Learning

Deepfake Detection System

Deep learning models achieving 70% detection rate on the Facebook DFDC dataset.

Python PyTorch Computer Vision GAN

Outcome

70% detection rate

05

Video annotation interface with road scene bounding boxes, class sidebar, and timeline tracks.
Tool

AVAT

Open-source video annotation tool for behavioral and computer vision applications.

Python React Django

Outcome

Open-source annotation