Jacob Dugan

Machine Learning Engineer

Production ML · LLM Systems · NLP · Computer Vision

I design, build, and deploy production-grade machine learning systems with experience spanning LLM-powered applications, evaluation infrastructure, computer vision, and observability.

Education

MSc Artificial Intelligence, University of Edinburgh (’25)

BA Economics & Data Science, Pepperdine University

Recent Work Includes

Shipping end-to-end natural language query systems from user input to entity resolution, retrieval, API execution, and UI delivery

Building evaluation harnesses and dashboards for repeatable RAG / NLQ testing across models, tool paths, and query classes

Designing and deploying production LLM services with routing, guardrails, monitoring, and latency-aware observability

Benchmarking computer vision segmentation models in PyTorch with large-scale augmentation and robustness evaluation

Let’s Connect

Email · GitHub · LinkedIn · Instagram

Building AI systems impact.

Let’s build a positive future together.