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Armand Rouat

@armandrouat

DevOps / MLOps Engineer at INA, taking AI metadata extraction into production across audiovisual archives with GPU model serving.

France
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At Institut national de l’audiovisuel (INA), I take AI metadata extraction into production across audiovisual archives. I operate four on-premises Kubernetes clusters and develop GPU model-serving pipelines for transcription, multimodal language models, and embeddings.

On INA’s multimodal natural-language search engine for the professional archive, I’m the sole DevOps engineer. I work on deployments, security, and the Elasticsearch vector-search cluster for a hybrid semantic and exact-match search experience across six million assets.

At Air France-KLM, I was tech lead for a flight-schedule optimization tool that saved €1M over the winter 2024 season. I also worked on dynamic pricing and cargo palletization, including an improvement that reduced bookings forced onto flights by operations by 20%.

Experience

Work history, roles, and key accomplishments

SFR logoSF

Data Scientist

SFR

Jan 2020 - Dec 2020 (11 months)

Classified about 10 million business documents using a vision and NLP model with OCR-based metadata extraction. Containerized and deployed on an on-prem Kubernetes cluster.

Education

Degrees, certifications, and relevant coursework

IMT Atlantique logoIA

IMT Atlantique

Master's degree in engineering (diplôme d'ingénieur), Mathematical and Computational Engineering

Master's degree in engineering (diplôme d'ingénieur) with a specialization in Mathematical and Computational Engineering, completed in 2020.

Availability

Looking for a job

Location

France

Authorized to work in

Salary expectations

40k+ EUR

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