10 years directing clinical microbiology laboratories → MSc Bioinformatics (University of Birmingham, 2025) → building interpretable ML systems for clinical diagnostics.
What I build
- Predictive ML models for AMR resistance phenotyping from WGS data (PyTorch, SHAP, LIME)
- Clinical data pipelines on MIMIC-IV, WHO GLASS, and LIS/EHR datasets
- Cloud-native bioinformatics infrastructure (AWS, Nextflow, Docker, Terraform)
- Antibiotic stewardship decision support tools (FHIR output, EUCAST-aligned)
Featured projects
-
Interpretable ML/DL for MDR Prediction in K. pneumoniae
- 1,100+ WGS genomes
- PyTorch
- Ensemble
- SHAP explanations
- Clinical decision focus
Stack
Python PyTorch Scikit-learn SHAP AWS Nextflow Docker FHIR SQL
Long-term Building a precision diagnostics platform for longevity and preventive health.
📍 Ankara, Turkey · Open to remote contract worldwide