Medical Data Scientist | Dentist with German Approbation | MSc Data Science

I combine 13+ years of clinical experience in dentistry with Data Science, Medical AI and healthcare analytics. My focus is the intersection of clinical expertise, biomedical data, machine learning and reproducible research workflows.

• Medical AI and healthcare analytics
• Biomedical data analysis
• Clinical data quality and validation
• Machine learning for small and imbalanced biomedical datasets
• MLOps, reproducible ML pipelines and model deployment

My main research project is a reproducible machine learning pipeline for ATR-FTIR biomedical spectra of saliva and gingival crevicular fluid.

The project covers:

• supervised baseline vs augmentation experiments
• leakage-safe evaluation and train-only augmentation
• PCA-based geometry-first analysis
• factor–PC association analysis
• clustering stability checks
• synthetic data quality control
• summary reports and figure-ready outputs

Repository: nir-ftir

I participated in the training and validation of Diagnocat, an AI-assisted dental diagnostic system. My work included clinical annotation and validation of dental imaging data, review of label quality and assessment of medical consistency based on dental expertise.

Python, SQL, pandas, NumPy, scikit-learn, matplotlib, Jupyter, Git, Docker, FastAPI, Airflow, MLflow, DVC, Prometheus, Grafana.

• nir-ftir — biomedical spectra classification, train-only augmentation, PCA geometry and synthetic-data QC
• ml-deployment — FastAPI ML service with Docker, Blue/Green deployment, Nginx and GitHub Actions
• ml_retrain_pipeline — Airflow DAG for conditional ML retraining, metric-based branching and deployment notification
• hw4-grafana-alerting — ML service observability with Prometheus, Grafana and SLO-based alerting
• ml_grpc_service — containerized gRPC service for ML model inference with health check, prediction endpoint and protobuf contract
• customer-segmentation-sql — SQL-based customer segmentation and transaction analytics

I am interested in roles at the intersection of data science, clinical expertise and healthcare technology:

• Healthcare Data Analyst
• Clinical Data Analyst
• Medical Data Analyst
• Data Scientist in Healthcare / MedTech
• AI Data Quality Specialist
• Medical AI / Dental AI Specialist Based in Germany. Open to roles in Healthcare Analytics, Clinical Data, Medical AI and MedTech.