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John TreenJT
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John Treen

@johntreen

AI Engineer building full-stack NLP and machine learning applications that power semantic resume analysis.

United States
Message

What I'm looking for

I’m looking for a team where I can build and deploy production-ready AI and NLP products—shipping FastAPI/React apps, improving semantic search and LLM-based recommendations, and iterating fast with strong engineering practices in cloud environments.

I’m a self-taught AI Engineer and Full-Stack Software Developer who builds machine learning applications, AI-powered tools, REST APIs, and modern web applications. I focus on turning NLP and semantic search ideas into working products people can use confidently.

I created RecruitFlow AI Elite, an end-to-end AI recruiting platform featuring ATS scoring, semantic matching, resume parsing, and AI-powered recommendations. I built the system end-to-end—FastAPI backend APIs and React/TypeScript frontend—then implemented semantic similarity scoring using Sentence Transformers.

In the platform, I also added PDF, DOCX, and TXT resume parsing capabilities and built AI recommendation and candidate scoring systems. I Dockerized and deployed the applications using Render and Vercel, so the solution runs reliably in real-world environments.

Since 2023, as an Independent Software Engineer | Remote, I design and develop AI-powered applications using Python, FastAPI, React, and TypeScript. I build machine learning and NLP-powered tools for resume analysis and semantic search, and I deploy and maintain production-ready cloud applications. I’m currently strengthening my foundations through the Boot.dev – Computer Science Program.

Experience

Work history, roles, and key accomplishments

RE
Current

Self-Employed AI Engineer

RecruitFlow AI Elite

Jan 2023 - Present (3 years 5 months)

Built RecruitFlow AI Elite, an end-to-end AI recruiting platform with ATS scoring, semantic matching, resume parsing, and AI-powered recommendations. Developed FastAPI REST APIs and a React/TypeScript frontend, implemented semantic similarity with sentence transformers, and deployed Dockerized services on Render and Vercel.

Education

Degrees, certifications, and relevant coursework

Boot.dev logoBO

Boot.dev

Computer Science Program, Computer Science

Participated in the Computer Science program at Boot.dev.

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