Matheus Couto

Senior Machine Learning Engineer at Nubank

Rio de Janeiro, Brazil
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Summary

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Matheus Couto is a Senior Machine Learning Engineer based in Rio de Janeiro with 8 years of engineering experience and 4 years focused on designing, building, and deploying production-grade AI systems. He specializes in Generative AI (LLMs, RAG, agents) and MLOps, with proven skills architecting scalable data pipelines and AI solutions using Python, AWS, Snowflake, and dbt. At TechnipFMC he led delivery of a production RAG chatbot, built robust Snowflake pipelines, and established MLOps and AI governance practices that raised reliability and accelerated feature development. Now at Nubank, he continues to bridge advanced AI research and production engineering, mentoring teams and operationalizing models at scale. His background as a mechanical engineer and early offshore installation analysis work gives him a practical systems-thinking lens that informs his approach to complex ML systems. He’s equally comfortable authoring prompt engineering and agent frameworks as he is designing the underlying data architecture that makes them reliable in production.
code8 years of coding experience
job7 years of employment as a software developer
bookBrazil Scientific Mobility Scholarship Program, Mechanical Engineering, Brazil Scientific Mobility Scholarship Program, Mechanical Engineering at University of Alabama at Birmingham
bookTechnician, Mechatronics, Technician, Mechatronics at Escola Técnica Rezende-Rammel
bookBachelor of Engineering - BE, Mechanical Engineering, Bachelor of Engineering - BE, Mechanical Engineering at Cefet/RJ - Centro Federal de Educação Tecnológica Celso Suckow da Fonseca
bookData Science, Data Science at Digital House Brasil
languagesEnglish, Portuguese, German
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Stackoverflow

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Github Skills (48)

streamlit10
speedtest9
python9
machine-learning9
bandwidth9
data-analysis9
developer-tools9
data-visualization9
network8
traffic8
deep-learning8
pandas8
stacked8
fastest8
generative-adversarial-network8

Programming languages (4)

DockerfileGoJupyter NotebookPython

Github contributions (5)

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matheusccouto/matheusccouto

Aug 2021 - Feb 2025

Contributions:2 PRs, 31 pushes, 3 branches in 3 years 6 months
matheusccouto/tipster

Dec 2022 - Feb 2023

Contributions:260 pushes, 1 branch in 2 months
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Matheus Couto - Senior Machine Learning Engineer at Nubank