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Caio Coelho

@caiocoelho

I build production AI systems, improving ML accuracy, APIs, deployment pipelines, and observability.

Brazil
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What I'm looking for

I'm looking to build and operate production AI and backend systems, working across machine learning, APIs, deployment, monitoring, and data infrastructure.

At the State Attorney General’s Office (PGE-SE), I build and support production AI for legal process classification. I improved a classification model from 34% to 92% accuracy through data quality improvements and feature engineering.

I work across the full ML lifecycle, from data preparation and model evaluation to FastAPI integration, deployment, monitoring, and production support. I also implemented CI/CD that cut release time by about 50% and structured logging that reduced diagnosis time from hours to minutes.

I’m developing a RAG system for legal documents using Qdrant, producing source-grounded summaries with document-level citations. My backend work includes REST APIs, C#/.NET services, RabbitMQ, MongoDB, SQL Server, MinIO, Docker, Harbor, and Portainer.

Outside production legal systems, I built an esports ETL pipeline processing 50,000+ records with Airflow and Spark, and a FastAPI video-platform API with OAuth2, JWT, PostgreSQL, and Cloudflare R2.

Experience

Work history, roles, and key accomplishments

SP
Current

Junior Data Scientist & AI Engineer

State Attorney General's Office (PGE-SE)

Mar 2026 - Present (7 months)

Retrained a production legal process classification model, increasing accuracy from 34% to 92% through data quality improvements and feature engineering. Developed CI/CD pipelines, structured logging, and monitoring for the AI system, reducing release time by 50% and diagnosis time from hours to minutes.

Education

Degrees, certifications, and relevant coursework

Federal University of Sergipe logoFS

Federal University of Sergipe

Bachelor of Science, Computer Science

2021 - 2026

Bachelor of Computer Science degree from the Federal University of Sergipe, expected to complete in February 2026.

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