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Thibault METAIS

@thibaultmetais

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Machine Learning engineer building production ML systems, MLOps pipelines, and LLM-powered automation.

France

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What I'm looking for

I seek roles building production ML systems and MLOps at companies that value automated, reproducible pipelines, collaboration, and mentorship opportunities.

I specialize in taking ML/LLM projects from prototype to production systems that scale and actually deliver business value.

My focus covers the full pipeline: MLOps infrastructure, API deployment, LLM integration, and multi-agent architectures.
I work across the stack to make sure everything holds up under real-world conditions, not just in a notebook.

I'm pragmatic about technology: I use what works, ship fast, and measure impact.
Whether it's classical ML or generative AI, I prioritize solutions that perform reliably in production over theoretical perfection.

Let's talk!

Experience

Work history, roles, and key accomplishments

Current

Machine Learning Engineer

Current

Oppizi

Jan 2025 - Present (1 year 5 months)

Lead engineer for AI Roster mission-generation ML system, built city-level and global conversion prediction models and deployed FastAPI services for real-time mission generation and inference. Designed MLOps pipelines (Airflow, DBT, SageMaker) and integrated weather and geospatial data, plus developed LLM-based agents to automate flyer workflows.

Machine Learning MLOps Airflow DBT Amazon SageMaker fastAPI Geospatial LLM

Machine Learning Engineer

Younited

Jan 2022 - Jan 2025 (3 years)

Built an internal MLOps framework and Python project templates, implemented reproducibility workflows (DVC, CI/CD), deployed ML APIs with monitoring dashboards, and contributed embedding-based transaction clustering and early RAG prototypes. Mentored junior data scientists and helped plan roadmap.

MLOps DVC CI CD Python Embeddings RAG Monitoring Mentoring

Data Scientist - MLE

Finfrog

Jan 2020 - Jan 2022 (2 years)

Built and improved credit scoring models and neural networks for transaction pattern analysis, and designed and maintained scoring APIs used in underwriting to support lending decisions.

Credit Scoring Neural Networks Transaction analysis Python Model Evaluation Underwriting

Education

Degrees, certifications, and relevant coursework

Google Professional Cloud Developer

Professional Cloud Developer, Cloud Development

2024 - 2024

Earned the Google Professional Cloud Developer certification in 2024.

Université de Technologie de Compiègne

Master of Science in Computer Engineering, Data Mining & Machine Learning

2015 - 2020

Completed a Master of Science in Computer Engineering with a specialization in Data Mining and Machine Learning, focusing on applied machine learning methods and engineering.