I focus on AI methods for turning unstructured documents into searchable data, and I am rapidly growing skills to strengthen my resume for internships.
Projects showing applied work in AI-powered document insights and automated data extraction pipelines, including an externship focused on mortgage document processing.
Outamation · Feb 2026 · ✅ Verified by Extern
An Outamation externship exploring AI methods for turning unstructured mortgage documents into searchable data and automated extraction pipelines.
Nov 2026
We were trying to make a space for soccer-heads like ourselves to be engrossed as managers of our own teams. Allowing users to get lost in passionate soccer simulation.
I focus on AI methods for turning unstructured documents into searchable data, and I am rapidly growing skills to strengthen my resume for internships.
I am John Dairo, a second-year Computer Science student at University of Texas Dallas working to build practical AI and data skills while I prepare for internships and early-career roles.
Externships
Outamation Advanced AI-Powered Document Insights and Data Extraction Externship
Completed · Feb 2026
Experience
Ai Data Annotator
Handshake · May 2026 - Aug 2026
Education
The University of Texas at Dallas
B.S. Computer Science · Class of 2029
Skills
✅ Verified by Extern
An Outamation externship exploring AI methods for turning unstructured mortgage documents into searchable data and automated extraction pipelines.
The work documented how LLMs tokenize inputs and use Transformer architectures, implemented Python preprocessing and OCR-ready image enhancements, and assembled end-to-end pipelines combining OCR, embeddings, and retrieval. Deliverables included Colab notebooks, a modular RAG chatbot, extraction scripts, an OCR comparison, and an evaluated integration with measured accuracy.
I produced runnable Colab notebooks, extraction scripts, an OCR comparison with a tool recommendation, a modular RAG chatbot, and a final integrated pipeline evaluated at 88% answer accuracy.
Nov 2026
We were trying to make a space for soccer-heads like ourselves to be engrossed as managers of our own teams. Allowing users to get lost in passionate soccer simulation.
We were trying to make a space for soccer-heads like ourselves to be engrossed as managers of our own teams. Allowing users to get lost in passionate soccer simulation.
Engineered and deployed front-end components for a live soccer simulation platform serving 2,000+ users, with league systems, tournaments, and interactive content. Collaborated on production deployment, maintenance, and feature iteration for an actively used platform.
