GENAI & APPLIED MACHINE LEARNING
Making data
useful.
I’m Umar. I build models and AI systems that help people make better decisions.
From understanding a recovery call to finding patterns in clinical text. Grounded in the problem. Built for the people using it.
A SELECTION OF MY WORK
Different signals.
Useful outcomes.
APPLIED AI / PRODUCTION
A recovery call.
A clearer next step.
Call recordings to summaries, case details and recommended actions. An end-to-end GenAI pipeline at Call Assist.
Explore the projectADVANCED RAG APP / PERSONAL PROJECT
Ask your documents. Inspect the evidence.
Hybrid search, cross-encoder reranking and an evaluation harness that shows what each retrieval stage contributes. Code on GitHub.
AI INSURANCE CLAIM VERIFICATION AGENT / PERSONAL PROJECT
Verify the claim. Keep people in control.
A LangGraph agent system for document checks, policy verification and fraud triage, with deterministic rules and human review gates.
THE PERSON BEHIND THE WORK
A pharmacy background.
A data science practice.
From pharmaceutical demand forecasting to production AI, I work across the data, the model and the system around it.
A bit more about me My experience