Lead AI/ML Engineer and Research Scientist with a PhD in Computer Science and over 10 years across academia and industry. I take machine learning from first experiment to production: medical signal and image analysis, computer vision, time series, and LLM and RAG systems. I have led teams of developers and researchers, supervised PhD students and postdocs, and published nearly 50 peer-reviewed papers.
| Project | Category | Description |
|---|---|---|
| Deep BrainWatch | 🏥 Medical Devices | Non-invasive ICP monitoring using deep learning on cerebral blood flow signals from near-infrared sensors |
| Coronary Insight | 🩻 Medical Imaging | Deep learning pipeline for OCT plaque segmentation, enabling precise arterial risk assessment |
| Sales Pilot | 📊 Business | AI-powered lead scoring using hybrid heuristics and OpenAI embeddings at scale |
| PulmoVision | 🩻 Medical Imaging | Explainable AI for detecting pulmonary edema features in chest X-rays |
| HyperVision Ablation | 🔬 Biomedical Research | ML workflow for tissue ablation assessment in hyperspectral imaging |
| SonoGuide | 🏥 Clinical Support | Deep learning for surgical tool segmentation in 3D ultrasound (93.6% Dice) |
| Type | Title | Venue | Year |
|---|---|---|---|
| 📄 Journal |
Segmentation and quantification of atherosclerotic plaques in OCT | Computers in Biology and Medicine (Q1, IF 7.7) | 2025 |
| 📄 Journal |
Real-time coronary artery stenosis detection | Nature Scientific Reports (Q1, IF 5.0) | 2021 |
| 🎤 Conference |
Non-invasive ICP estimation using wavelet-based deep learning | European Conferences on Biomedical Optics | 2025 |
| 🎤 Conference |
Boosting segmentation with synthetic data generation | ISPRS Workshop on Computer Vision | 2021 |
| 📝 Blog |
Testing AI low-code platforms: What worked and what didn't | Symfa Blog | 2025 |
| 📝 Blog |
Harnessing AI for histopathology: Precision medicine | Quantori Blog | 2024 |
| 🗂️ Dataset |
Chest X-ray dataset for lung segmentation | Mendeley Data | 2022 |
| 🗂️ Dataset |
Angiographic dataset for stenosis detection | Mendeley Data | 2021 |
💡 Interested in collaborating on AI/ML projects?
