Freelancer profile translated to English.
Back to original languageAbout Guillaume
I help teams that already have a Python tool, an API, a business script, or an AI prototype to make it reliable, deployable, and maintainable. My role is often to bridge the gap between a POC that works locally and the tool that really needs to be used: code structuring, API, cloud deployment, logs, monitoring, documentation, performance, and handover. My experience in data science, computer vision, and Python development allows me to understand both the models, the data, and the operational constraints. I mainly intervene on short and well-defined missions: technical audit, making existing systems reliable, light production deployment, improving a data/image pipeline, or transforming a script into a usable service.
French
Native or bilingual
English
Fluent
Remote only
Primarily works remotely
Experience
- Airbus GEOData ScientistAVIATION AND AEROSPACEJune 2023 - June 2025 (2 years)Toulouse, FranceSupervision of the image production chain in a spatial context.Development of algorithms (Pandas, ElasticSearch, PostgreSQL) for extracting and leveraging data from applications to ensure continuous availability.Implementation of performance indicators (KPIs) in collaboration with different teams, enabling operators to make better decisions and providing them with a clear real-time view of the system's status (Kibana, Grafana, Centreon, Plotly).
- Umlaut (Accenture)Data ScientistAVIATION AND AEROSPACESeptember 2021 - April 2023 (1 year and 8 months)Toulouse, FranceDevelopment of models (Deep Learning) in an aeronautical context to digitize technical documentation (PyTorch, Tensorflow, OpenCV) in order to process data in digital format.Comparison of 2D electrical schematics to detect and automatically extract differences within the schema structure (OpenCV, NumPy) as well as in component reference texts (OCR).Image processing for comparing the content of technical documentation.Implementation of a similarity model (PyTorch), and creation of a content comparison model for images based on features extracted through image processing techniques (OpenCV, Pandas, NumPy).Microservices architecture and agile development.
- ALTENData ScientistAVIATION AND AEROSPACEFebruary 2021 - August 2021 (6 months)Toulouse, FranceDevelopment of a tool to extract industrial (aeronautical) part references from a photo and represent them in space as a graph (object detection, PyTorch, NetworkX, Azure).Development of a graph matching model to locate the photo's object graph within a 3D model (StellarGraph, NetworkX, Tensorflow).Analysis and performance improvement of the French cycling team.Implementation of a keypoint detection model coupled with an object detection model (Yolov5).Creation and implementation of a cyclist tracking algorithm (real-time tracking) to extract athlete data (trajectory calculation, posture and position degradation).
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Education
- Expert in Information Technologies (State-approved level 1 - CNCP)EPITECH, TOULOUSE, FRANCEEnseignement par projet, C/C++, Web, Mobile. Gestion de projet, Travail en autonomie, Travail en équipe, Innovation.
- DATA SCIENCEALGEBRA UNIVERSITY COLLEGE, ZAGREB, CROATIEPréparation des données Internet des objets (Internet of things, NodeJS, Python, Tensorflow, Bleutooth beacon) Analyse des réseaux sociaux (Social network analysis, analyse des métriques d’un réseau, determiner les personnes influentes d’un réseau) Machine Learning (Python, Sklearn, Tensorflow, Keras, Algorithmie, Réseaux de neurones, Apprentissage profond (Deep learning), Théorie) Outils et méthodes de visualisation (Logiciel Tableau)