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Projects

Things I have built

Applied research and engineering work, from early exploration to deployed systems. Each project documents its role, approach, and measured outcome.

10 projects
Medical AI / Medical ImagingFeaturedSep 2026

MedLoop AI: A Local Human-in-the-Loop Explainable Medical Imaging System

Interactive medical image annotation, explainable AI, and continuous model refinement through validated human feedback.

MedLoop AI is a fully local Human-in-the-Loop medical imaging research system that explores how validated human feedback can be incorporated into successive AI model versions. It combines medical image classification, explainable AI, interactive annotation, human validation, iterative retraining, and model versioning within a single workflow.

  • Python
  • PyTorch
  • EfficientNet-B0
  • Grad-CAM
  • FastAPI
  • Next.js
  • +7 more

0 stars on GitHub0 forks on GitHubTypeScript

Medical AI / Medical ImagingFeaturedAug 2026

Cardio Vision AI

Multimodal Cardiovascular AI for Echocardiography, CCTA, and ECG

A research prototype integrating trained AI models for echocardiography, CCTA, and 12 lead ECG analysis with explainability, evidence aggregation, and MedGemma assisted reporting.

0.9044

Dice

Echocardiography test Dice on the CAMUS held out split of 75 patients and 300 image/mask pairs.

0.8282

IoU

Echocardiography test IoU on the CAMUS held out split of 75 patients and 300 image/mask pairs.

  • Python
  • PyTorch
  • FastAPI
  • React
  • Streamlit
  • SQLite
  • +8 more

0 stars on GitHub0 forks on GitHubPython