Experienced Lead ML Engineer and Research Scientist with a PhD in Computer Science and 10+ years of expertise spanning academia, industry, and R&D. I thrive at the intersection of research and engineering, bringing scientific rigor, hands-on development experience, and strategic vision to create impactful AI solutions.
- π¬ Research: Published in Nature, Frontiers, and Springer with focus on medical imaging and deep learning
- π Industry: Delivered ML/AI solutions for healthcare, life sciences, manufacturing, and business applications
- π₯ Leadership: Building and scaling cross-functional R&D teams, setting technical direction
| Project | Category | Description |
|---|---|---|
| Deep BrainWatch | π₯ Medical Devices | Non-invasive ICP monitoring using deep learning on cerebral blood flow signals from near-infrared sensors |
| Coronary Insight | π©» Medical Imaging | Deep learning pipeline for OCT plaque segmentation, enabling precise arterial risk assessment |
| Sales Pilot | π Business | AI-powered lead scoring using hybrid heuristics and OpenAI embeddings at scale |
| PulmoVision | π©» Medical Imaging | Explainable AI for detecting pulmonary edema features in chest X-rays |
| HyperVision Ablation | π¬ Biomedical Research | ML workflow for tissue ablation assessment in hyperspectral imaging |
| SonoGuide | π₯ Clinical Support | Deep learning for surgical tool segmentation in 3D ultrasound (93.6% Dice) |
| Type | Title | Venue | Year |
|---|---|---|---|
| π Journal |
Segmentation and quantification of atherosclerotic plaques in OCT | Computers in Biology and Medicine (Q1, IF 7.7) | 2025 |
| π Journal |
Real-time coronary artery stenosis detection | Nature Scientific Reports (Q1, IF 5.0) | 2021 |
| π€ Conference |
Non-invasive ICP estimation using wavelet-based deep learning | European Conferences on Biomedical Optics | 2025 |
| π€ Conference |
Boosting segmentation with synthetic data generation | ISPRS Workshop on Computer Vision | 2021 |
| π Blog |
Testing AI low-code platforms: What worked and what didn't | Symfa Blog | 2025 |
| π Blog |
Harnessing AI for histopathology: Precision medicine | Quantori Blog | 2024 |
| ποΈ Dataset |
Chest X-ray dataset for lung segmentation | Mendeley Data | 2022 |
| ποΈ Dataset |
Angiographic dataset for stenosis detection | Mendeley Data | 2021 |
π‘ Interested in collaborating on AI/ML projects?
