I'm a medical doctor and data scientist passionate about using AI to transform healthcare. I currently serve as Medical Manager of Innovation and AI at Hapvida NotreDame Intermédica and am a PhD student in Machine Learning for Public Health at FSP-USP, researching multicalibration and fairness in predictive models to ensure AI is equitable across all populations. 🌱
- 🏥 Medical AI Manager · Hapvida NotreDame Intermédica
- 🎓 PhD Student · Machine Learning in Public Health · FSP-USP (LABDAPS)
- 🔬 Research in fairness, multicalibration and dataset shift in health
- 📍 São Paulo, Brazil · Vegan 🌱
- ✉️ [email protected]
Languages & Frameworks
Machine Learning & AI
Data & Infrastructure
Health & Interoperability
| Project | Description | Stack |
|---|---|---|
| aiscribr | AI-powered clinical documentation assistant — records, transcribes and generates SOAP notes, 100% local and private | Python · Whisper · Ollama · Electron |
| amie-agents | Conversational medical AI assistants inspired by Google DeepMind's AMIE, with multi-agent architecture | MedGemma · FastAPI · LangChain · Ollama |
| datasus-ai-prediction | Predictive ML models trained on DATASUS data for clinical and epidemiological outcome forecasting | Python · scikit-learn · XGBoost · DATASUS |
| datasus-ai-search | Natural language queries over Brazilian epidemiological data (DATASUS) — no SQL needed | Python · LLMs · DuckDB · Streamlit |
| ml-para-medicos | Interactive ML course for healthcare professionals with AI tutor, quizzes and clinical analogies | HTML/JS · Claude API · AI Tutor · Medical Education |
- 📄 A bibliometric network analysis of coronavirus during the first eight months of COVID-19 · IJERPH, 2021 · 106 citations
- 📄 Strategies for detecting and mitigating dataset shift in ML for health predictions · Journal of Biomedical Informatics, 2025
- 📄 Predictive modeling of gestational weight gain: a ML multiclass classification study · BMC Pregnancy and Childbirth, 2024
- 📄 Multicenter comparative analysis of local and aggregated data in COVID-19 outcome prediction · PLOS Digital Health, 2024
- 📰 Substack — Medicine and Artificial Intelligence · Newsletter on fairness, LLMs and generative AI in medicine
- ✍️ Medium — dadosesaude · Educational articles on health data science
- 🎓 ML para Medicos — Interactive Course · 10-module ML course for physicians with AI tutor and clinical analogies
- 🌐 portfolio.fabianofilho.com · Full portfolio with career, projects and publications
"Evidence-based medicine, combined with data science, has the power to transform patient care in a personalized and equitable way."