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Portfolio

Projects

Selected systems at the intersection of ML, backend engineering, and data products for healthcare, fintech, and operations.


๐Ÿ’ณ

Fintech Risk Scoring Engine

Built a production-oriented credit-risk workflow for loan decisions, combining interpretable features with high-performing tree-based models. The pipeline supports underwriting teams with fast scoring and explainability for approvals.

Python XGBoost SHAP PostgreSQL

Live Case Study โ†— GitHub โ†—

0.91
AUC-ROC
UGX 1.2B
ARR potential
๐Ÿงช

AMR Intelligence Pipeline (GNN)

Developed a graph-based pipeline to model antimicrobial resistance dynamics across facilities and geographies. Combined ETL orchestration with graph learning to surface high-risk nodes and treatment pathway insights for health teams.

GNN PyTorch Airflow PostgreSQL

Live Case Study โ†— GitHub โ†—

72%
Anomaly lift
4.5x
Faster surveillance
๐Ÿ“š

Self-hosted RAG Platform

Built a retrieval system for policy and operations documents with low-latency search, grounded responses, and full control over infrastructure. Optimized chunking and retrieval to support domain-heavy queries from internal teams.

LangChain Qdrant FastAPI Docker

Live Case Study โ†— GitHub โ†—

97%
Answer accuracy
68%
Support deflection
๐ŸŒ

Sortify Smart Operations

Engineered an end-to-end system that combines computer vision, telemetry, and route planning for city waste operations. Backed by APIs and dashboards, the platform turns noisy field data into scheduling and pickup decisions.

Python FastAPI Next.js PostgreSQL

Live Case Study โ†— GitHub โ†—

40%
Route reduction
24/7
Bin visibility
 

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