Mathieu Garrigues
Machine Learning Engineer at ERS - Ecosystem Restoration Standard- Claim this Profile
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Anglais Full professional proficiency
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Espagnol Professional working proficiency
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Français Native or bilingual proficiency
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Bio
Experience
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ERS - Ecosystem Restoration Standard
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France
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Environmental Services
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1 - 100 Employee
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Machine Learning Engineer
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Mar 2022 - Present
Ecosystem Restoration Standard - Certification qualitative et quantitative de projets de reboisement par l’utilisation de données satellitaires. • Ingénieur ML - Développement de modèles de Deep Learning, ainsi que de l’infrastructure et des bases de données nécessaires à leur entraînement et fonctionnement. Développement d’APIs et de librairies internes. • Tech Lead - Encadrement technique de l’équipe data, mise en place des bonnes pratiques de code et de la méthodologie Scrum. • Workflows - Mise en place de pipelines de données et d’ordonnancement, permettant l’automatisation de tâches. Utilisation entre autres d’Airflow et de GCP Workflows. • Cloud - Utilisation de GCP. Structuration de la plateforme en Infrastructure as code, organisation des repos de code pour la gestion des ressources et des capacités cloud. • CI/CD - Développement de pipelines de CI, de tests unitaires et d’intégrations, mise en place de pre-commit (formatage, linting, etc). Show less
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Formation et Mentorat
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Feb 2020 - Present
Formation, mentorat et encadrement technique tout au long de mon travail. • Formateur Orsys - Formateur agréé Orsys, animation de formations de plusieurs jours en développement Python et en Data Science, à des groupes allant jusqu’à 8 personnes. • Mentor OpenClassroom - Encadrement et suivi d’étudiants inscrits sur un parcours d’apprentissage d’Ingénieur IA. Formation, mentorat et encadrement technique tout au long de mon travail. • Formateur Orsys - Formateur agréé Orsys, animation de formations de plusieurs jours en développement Python et en Data Science, à des groupes allant jusqu’à 8 personnes. • Mentor OpenClassroom - Encadrement et suivi d’étudiants inscrits sur un parcours d’apprentissage d’Ingénieur IA.
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BIAL-X
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France
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IT Services and IT Consulting
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1 - 100 Employee
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Machine Learning Engineer
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Mar 2020 - Mar 2022
• Merck client: - Development of a Chatbot using the open-source framework Rasa - Application of the chatbot in ontology querying using natural language - Production implementation in an AWS environment via CI/CD • Client Merck: - Implementation of a PLS regression model in the context of predicting biomass data from permittivity spectra. - After bibliographic research, proposal and implementation of a set model linking PLS regression and the XGBoost model. • ClientMyjugaad: - Design of a system for estimating the volume and weight of furniture from photos of parts. - Selection and training of a model to detect different furniture. - Deployment of the predictive model via a REST API. - Complete project: prediction, web demonstrator, and production with industrialization tools like TFServe, Celery, etc. • Merck client: - Scouting of different Machine Learning and Deep Learning techniques to predict a chromatography result. (XGBoost, CatBoost, LSTM, SGDRegressor, Neural Network, Manifold Learning) • Internal: - Set up the foundations of an AutoML pipeline for producing predictive models from tabular data. • Training - As an Orsys certified trainer, I give courses over several days to groups on programming, statistics and Machine Learning. • Technologies -Python, Tensorflow, SK-Learn, Keras-Tuner, FastAPI, TFServe Show less
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MyFit Solutions
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France
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Software Development
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1 - 100 Employee
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Deep Learning and iOS Swift Internship
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Sep 2018 - Jan 2019
- Realization of an iOS application using augmented reality, allowing 3D scanning of parts of the human body. - Search for solutions, creation of a dataset and a pipeline to drive a deep convolutional network for the detection and localization of body parts. - Integration of the trained network into the application. - Realization of an iOS application using augmented reality, allowing 3D scanning of parts of the human body. - Search for solutions, creation of a dataset and a pipeline to drive a deep convolutional network for the detection and localization of body parts. - Integration of the trained network into the application.
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Sopra Steria
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France
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IT Services and IT Consulting
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700 & Above Employee
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Software Developper Intern
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Sep 2017 - Jan 2018
Integration to a TMA team for the customer CNAF - Development of evolutions and patches of the tele-procedures of the CNAF web portal - Participation in upgradeable versions: costing, development, qualification, delivery - Production log tracking - Consulting, a source of proposals for clients on their internal issues Acquired skills: - Techniques: Java, Javascript, html, sql, Struts - Realization of developments, and acquisition of good practices/processes Integration to a TMA team for the customer CNAF - Development of evolutions and patches of the tele-procedures of the CNAF web portal - Participation in upgradeable versions: costing, development, qualification, delivery - Production log tracking - Consulting, a source of proposals for clients on their internal issues Acquired skills: - Techniques: Java, Javascript, html, sql, Struts - Realization of developments, and acquisition of good practices/processes
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Freelance Web Developper
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Feb 2017 - Jun 2017
Website and back office development for Brodev SAS Technologies: - Frontend in Javascript/Angular - Backend en Node.js Work in small team on established specifications, collaboration with an external designer Example of realisation: aklea.fr Website and back office development for Brodev SAS Technologies: - Frontend in Javascript/Angular - Backend en Node.js Work in small team on established specifications, collaboration with an external designer Example of realisation: aklea.fr
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CNRS
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France
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Research Services
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700 & Above Employee
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Software Developper Intern
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Jul 2016 - Jul 2016
Development of a content manager Work done: - Establishment of specifications after discussion on the needs of the employer - Self-learning of the Symfony / Silex frameworks - Creation of an adapted database - Development of the components in PHP Development of a content manager Work done: - Establishment of specifications after discussion on the needs of the employer - Self-learning of the Symfony / Silex frameworks - Creation of an adapted database - Development of the components in PHP
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Education
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Polytech Lyon
Diplôme d'ingénieur, Informatique -
IUT Lyon 1
DUT Génie Electrique et Informatique Industrielle, Ingénierie électrique et électronique