Senior Data Scientist | AI & Data Systems Architect
Applied economist and senior data scientist with 10+ years of experience architecting secure AI/ML systems, designing production data pipelines, and building policy-grade analytics for enterprise mission programs. My work bridges statistical modeling, software engineering, and domain-specific open-source tooling.
- AI/ML & Knowledge Systems: GraphRAG, local LLM architectures (Ollama/MCP), vector search, and RDF knowledge graphs
- Advanced Analytics: Microdata analysis, state-space forecasting, Monte Carlo simulation, risk scoring, and causal inference
- Data Engineering: Enterprise ETL/ELT pipelines, entity resolution at scale, data validation, and metadata lineage
- Cloud Infrastructure: Secure cloud analytics deployment on AWS (ECS, RDS, ALB) and Azure using Docker and Terraform
- Languages: Julia (Expert), Python, R, SQL, Rust, JavaScript/TypeScript
- AI & Knowledge Graphs: GraphRAG, RAG, Ollama, LangChain, LanceDB, RDF/SPARQL/JSON-LD, Semantic Search
- Data Systems & Engineering: Automated Pipelines, CheckMate.jl, DuckDB, BK-Trees / Entity Resolution, Git, Docker, Terraform
- Visualization & Analytics: d3.js, Plotly.js, Power BI, Tableau, SvelteKit, Microdata Analysis (CPS/ACS), Econometrics
- DataMimic.jl — Synthetic data generation based on administrative microdata with differential privacy rules
- CheckMate.jl — Production data validation framework enforcing integrity rules across high-stakes pipelines
- RDF.jl — W3C-compliant Resource Description Framework and SPARQL engine in pure Julia
- MaterialDocs.jl — Julia documentation theme based on Material Design 3
Portfolio: matthelm.pro | Contact: mthelm85@gmail.com



