AI/ML · Knowledge Graphs · Graph-RAG

I build machine-learning systems you can
actually trust in production.

Senior AI/ML and data-product leader with 8+ years shipping production knowledge graphs, Graph-RAG, and GenAI platforms across healthcare, energy, and e-commerce. I care most about the part everyone skips: proving the output is correct before it ships.

Selected work

Each project starts from a real problem and reports the numbers, including the ones that disappoint.

All repositories

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Talks & videos

Walkthroughs and teaching sessions. New ones land here as I record them.

About

I lead AI/ML and data-product work at Bristol Myers Squibb, and before that spent eight years turning messy real-world data into decisions — e-commerce logistics at Noon in Dubai, supply and demand forecasting at Shell, and operations analytics before that.

The thread through all of it is knowledge graphs and Graph-RAG: RDF/OWL, SHACL validation, SPARQL, and graph databases used not as a demo but as production infrastructure. It is a narrow, hard-won niche, and it is where I do my best work — in healthcare and pharma, energy, and retail.

I am based in Dubai on a UAE Golden Visa. The projects below are the public ones; several more live behind enterprise walls.

Let's talk

Lead, Principal, Director, or AI-product roles — or a knowledge-graph problem that has been sitting on your backlog. Either way, write to me.