🏥 Medical background — Medicine, Pharmacology, Oncology & Family Medicine/ER
🧠 AI expertise — Clincal Workflow, NLP, Computer Vision, Pharmacovigilance, Medical Imaging
🔬 Research experience — MILA (Université de Montréal) & CRCHUM
⚙️ Approach — Systems Thinking & Clinical Governance applied to Healthcare AI
🔒 Ethics — Responsible AI · IEEE AI Ethics · Clinical data privacy (Loi 25 · HIPAA) · CHDA
· AI safety in high-stakes medical environments
🌍 Languages — French · English · Arabic
| Project | Description | Stack |
|---|---|---|
| FAERS 2025 | Big Data analysis of 7.8M FDA adverse event reports — Signal detection & NLP | Python · Plotly · NLP |
| TDM Protocol Classification | Automatic CT scan protocol prediction from handwritten radiology forms — OCR + CamemBERT | PyTorch · HuggingFace · OCR |
| RAG Chatbot | Retrieval-Augmented Generation chatbot | Python · RAG |
🌍 Open to collaboration on Healthcare AI & Humanitarian projects — Canada & International