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Nathan NelsonNN
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Nathan Nelson

@nathannelson

I build production AI, retrieval, and backend systems that turn complex data into useful answers.

United States
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What I'm looking for

I'm looking to build production AI, LLM, retrieval, and backend systems, working closely with product, data, and engineering teams from prototype through production.

I've built AI-assisted media intelligence tools at Relo Metrics, helping users search sponsorship, campaign, audience, and media information through natural-language questions. I developed Python retrieval workflows for document ingestion, chunking, embeddings, metadata filtering, vector search, reranking, and LLM responses.

I built FastAPI services and LangChain and LangGraph conversational workflows, while validating document extraction and summarization output before it reached other application components. I also used CloudWatch, Prometheus, and Grafana to investigate slow responses, API failures, retrieval issues, and model behavior after release.

At ZeOmega, I developed Python and Java backend services for healthcare data and knowledge applications, including REST APIs, document processing, data access, and integrations. I later worked on NLP features for healthcare documents, data-processing jobs, query tuning, Redis caching, Docker, AWS, and Kubernetes deployments.

Earlier, I built consumer, product, and operational data applications at Colgate-Palmolive and internal operations services at Amazon. Across my work, I take systems from early prototypes to production alongside product, data, security, and engineering teams.

Experience

Work history, roles, and key accomplishments

Education

Degrees, certifications, and relevant coursework

Texas State University logoTU

Texas State University

Bachelor's degree, Computer Science

2007 - 2011

Bachelor's degree in Computer Science from Texas State University, completed from 2007 to 2011.

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