Matheus Rodrigues
@matheusrodrigues1
Experienced AI Engineer specializing in NLP, Generative AI, and MLOps.
What I'm looking for
I am an AI Engineer with 5+ years building and deploying production-grade ML systems, focused on Natural Language Processing and Generative AI. I design end-to-end AI architectures on AWS and GCP, deploy language models and RAG systems, and optimize Transformer-based models for domain-specific tasks.
I have led implementation of enterprise-grade products including interview agents, RAG pipelines, and memory systems, and I build robust MLOps solutions with CI/CD, containerized deployments (ECS/ECR), monitoring, and secure integrations. I am proficient with LangChain, LangGraph, LlamaIndex, Hugging Face models, OpenAI APIs and AWS Bedrock.
I mentor cross-functional teams, contribute research and open models (DeBERTinha), and have a strong track record across startups and enterprise environments delivering measurable performance gains and scalable AI products.
Experience
Work history, roles, and key accomplishments
AI Specialist, NLP
Letrus
Oct 2023 - Jan 2025 (1 year 3 months)
Led NLP initiatives for Brazilian Portuguese education models, fine-tuning transformer models and deploying scalable FastAPI services while providing technical leadership and mentorship.
Machine Learning Engineer
Letrus
Mar 2023 - Oct 2023 (7 months)
Built deep learning classification and regression models, implemented monitoring pipelines on AWS, and deployed ML solutions on Amazon SageMaker to improve model reliability and observability.
Data Scientist
C6 Bank
Jun 2022 - Feb 2023 (8 months)
Built conversational AI agents with Dialogflow CX/ES and developed Looker Studio dashboards and model quality metrics to improve customer support efficiency and data-driven decision making.
NLP Engineer
Capgemini
Oct 2021 - Jun 2022 (8 months)
Developed fraud detection classifiers from unstructured documents and designed large-scale Apache Spark text processing pipelines, delivering actionable client insights and improved detection accuracy.
Software Engineer
FAST - Soluções Tecnológicas
May 2021 - Oct 2021 (5 months)
Integrated document information extraction solutions using NLP/ML, improving extraction accuracy and streamlining data processing workflows for enterprise clients.
CEO and Data Scientist
Mamba Labs
Mar 2020 - May 2021 (1 year 2 months)
Co-founded Mamba Labs and built Dycovid, developing clustering and contact-tracing risk models to identify high-risk regions and support public health decision making.
Student Researcher
Universidade Federal Rural de Pernambuco
Jan 2019 - Dec 2019 (11 months)
Developed an OCR pipeline and text preprocessing framework to produce NLP-ready data and deployed solutions on AWS Elastic Beanstalk to ensure scalability.
Education
Degrees, certifications, and relevant coursework
Federal University of Pernambuco
Master of Science, Computer Science
2023 -
Pursuing a Master of Science in Computer Science with research and coursework focused on NLP and machine learning applications.
Federal Rural University of Pernambuco
Bachelor in Information Systems, Information Systems
2016 - 2022
Completed a Bachelor in Information Systems with projects in OCR, text preprocessing, and applied NLP for production deployments.
Availability
Location
Authorized to work in
Job categories
Skills
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