About

About Me

I'm an Applied Scientist working at the intersection of machine learning, natural language processing, and knowledge representation. I build systems that extract meaning from data — and make those systems work reliably at scale.

My research focuses on federated query processing, knowledge graphs, and privacy-aware data systems. I care deeply about the gap between research and production: building systems that don't just benchmark well, but actually hold up in the real world.

Experience

Applied Scientist II

Amazon

2023 — Present

Leading research and development of multilingual NLP systems for large-scale product understanding. Shipped models serving hundreds of millions of customers across 15 languages.

NLPPyTorchAWSMultilingual

Applied Scientist

Amazon

2021 — 2023

Developed entity resolution and knowledge graph completion systems for Amazon's product catalog. Reduced duplicate entity rate by 34% across major product categories.

Knowledge GraphsEntity ResolutionPython

PhD Researcher

Leibniz University of Hannover

2017 — 2021

Doctoral research on scalable federated query processing and privacy-aware knowledge graph systems. Affiliated with the SDM-TIB group. Built Ontario, MULDER, and BOUNCER — open-source engines for federated SPARQL over semantic data lakes.

Knowledge GraphsSPARQLRDFPython

MSc Researcher

University of Trento

2015 — 2017

Graduate research in service design and engineering. Built LifeCoachService, a health and lifestyle monitoring web service, as part of coursework in service-oriented architectures.

JavaRESTService DesignResearch

Education

2017 — 2021

PhD, Computer Science

Leibniz University of Hannover

Federated query processing and knowledge graph systems (SDM-TIB group)

2015 — 2017

MSc, Computer Science

University of Trento

Service design, engineering, and distributed systems

2010 — 2014

BSc, Computer Science

University of Gondar

Graduated with distinction

Let's connect.

Open to research collaborations, applied science roles, and interesting problems.

Get in Touch