PyMLRS - ML-Based Pathogen Detection System
MLRS, 01/2024 - 04/2024
Developed an end-to-end ML system to automate meningoencephalitis pathogen detection.
Engineered signal-processing pipelines for HRM curves and amplification cycles. Published as a production-ready PyPI package for healthcare workflows.
Impact
- Reduced diagnostic interpretation time from hours to minutes.
- Enabled labs to process 100+ samples per day.
- Supported detection of 8 clinical pathogens with automated, clinical-grade PDF diagnostic reports.
Stack
Python, SciPy, NumPy, Pandas, Scikit-learn