Jeffrey Lynch

About Jeffrey Lynch

I deliver measurable, production-ready AI/ML solutions in weeks, not months. I turn LLMs, RAG pipelines, and complex models into transparent, reliable tools. I specialize in LLM evaluation with real metrics, deterministic orchestration, human-in-the-loop controls, and secure local LLM systems to protect proprietary data.My work spans full-stack applied AI: model-agnostic LLM evaluation frameworks with quantitative scoring, attention-based medical image segmentation with XAI, and production-grade CV pipelines. I design modular pipelines from data to deployment, including Dockerized APIs, batch inference, reproducible metrics, and structured feedback for HITL and RAG systems.With 10+ years in corporate training, I translate AI into actionable workflows, document processes to transfer knowledge, and partner with stakeholders to implement human-aligned, deployment-ready AI.I’m always interested in collaborating with teams tackling AI challenges. Feel free to reach out to discuss ideas or projects.Core Skills: LLM & RAG • LLM evaluation & metrics • Human-in-the-loop workflows • Deterministic orchestration • CV modeling & XAI • Modular pipelines • FastAPI/Docker • Custom loss/metrics • End-to-end AI systems • Secure LLM deployments

Experience

1. Ai Ml Instructor

   Id Tech Camps

   Apr 2023 — Present · Campbell, CA, US

   Authorized to lead the AI Experimentation Lab.Anonymized Client Testimonials:• \"Jeff is an exceptional educator who has made a significant impact on my son\'s learning experience. We\'ve had the pleasure of working with him three times a week for two different subjects, and his dedication, patience, and care have been consistent throughout.\"• \"Jeff\'s ability to break down complex concepts and tailor his teaching to my son has been impressive. His calm and gentle approach creates a safe and supportive learning environment, allowing us to feel comfortable asking questions and seeking clarification.\"

Education

• Western Governors University

  Bachelor of Science - BS, Computer Science