
Grégoire MUREAU
Freelance AI & Data Engineer | ML, NLP & Vision |
Salaire / Taux journalier
01170 Crozet, France
Mobilité : Paris, Clermont-Ferrand, ...
Freelance, ouvert au CDI
Peut venir sur site
Expertises
À propos
Introduction
ML Engineer | NLP, Computer Vision & MLOps Specialist I design operational AI solutions, end-to-end: data engineering → modeling → production deployment. 💡 MY APPROACH AI as a leverage for automating repetitive tasks to free up time for real business challenges. I believe in explainable AI that serves end users — and in delivering tools that actually work in production. 📊 BACKGROUND • 3 years large-scale data engineering (Ifremer – Copernicus Marine, 50M+ obs/day) • 1 year AI/ML specialization (12 professional projects) • Freelance consultant: full-stack traceability app, deployed end-to-end (Alyoloco, Andalusia 🇪🇸) • 4 production-deployed ML APIs (self-hosted infrastructure) 🎯 TECHNICAL EXPERTISE NLP: Transformer fine-tuning (DistilBERT, BERT), 82% accuracy Computer Vision: Semantic segmentation (SegFormer, 80% mIoU) MLOps: Docker, CI/CD, production monitoring Big Data: PySpark, Airflow, distributed pipelines Data Architecture: Relational databases, ETL, JavaScript / Google Apps Script 🛠️ Stack: Python, PyTorch, TensorFlow, HuggingFace, Docker, AWS, SQL, JavaScript 🔗 DEMONSTRABLE ACHIEVEMENTS → Production NLP API: sentiment-api.greg-madman-nas.duckdns.org → Production CV API: street-vision-poc-api.greg-madman-nas.duckdns.org → MLFlow tracking: Self-hosted MLOps infrastructure → LLM/SLM service: Llama 3.1 (8B) & Phi 3.5 (3.8B) deployed → GitHub Portfolio: github.com/GrgMdmn/OpenClassrooms_AI_Projects → Scientific publications: researchgate.net/profile/Gregoire_Mureau 💼 HYBRID PROFILE Tech + Business | Complex concept simplification | Regulated environments (ISO 9001, FAIR, GDPR) | International collaboration | Environmental & Geospatial Data 📍 Crozet, France — Available Geneva/Vaud area (Switzerland) Seeking: ML Engineer roles (Switzerland) | Open to freelance ML/Data & Software (remote)
Expérience de travail
Freelance Full-Stack Developer & Data Architect
S.C.A ALYOLOCOFreelance
déc. 2025 - Présent
11 mois
29560 Pizarra, Province de Malaga, Espagne
Architected, developed, and deployed from scratch a production-ready, mobile traceability application for a client in the agri-food distribution sector. Engagement renewed for v2 (from May 2026). 🛠️ Core Achievements: • Traceability app: stock, conditioning, and shipping workflows (AppSheet, Google Apps Script / JavaScript); IFS compliance; dynamic PDF generation; user training. • Data architecture: 15-table relational database + Python migration pipelines from legacy Excel. • Full project lifecycle: requirements → delivery → iterative v2 with operations. 📱 Estimaciones PWA (parallel product): • React 18, Vite, Tailwind, React Router — estimated vs actual grids, dashboards, installable PWA • Wired to Google Sheets (Service Account) for business data • Demo (anonymized portfolio): https://greg-madman-nas.duckdns.org/estimaciones_demo/ 🧰 Stack: React, PWA, Google Sheets, JavaScript, Google Apps Script, AppSheet, Python, SQL ⚡ Daily agentic IDEs (Cursor, Devin)
Data Management Engineer – Oceanographic Operations
IFREMER
mai 2022 - oct. 2023
1 an 6 mois
29280 Plouzané, France
Large-scale oceanographic data management for the Copernicus Marine Service (European program). 🎯 Responsibilities: - Architecture and maintenance of distributed ETL pipelines (50M+ observations/day in real-time) - Multi-source quality control automation - Validation of heterogeneous and noisy data - Production of ISO 9001, CF, FAIR compliant datasets - Operational monitoring (Kibana, alerting) - Coordination with European and international centers 📊 Achievements: - Reliable processing of millions of daily observations - Co-author of 2 scientific publications (altimetric data validation) - Collaboration with NOAA, Australia, Korea 🛠️ Technologies: Python • Oracle SQL • Cassandra • NetCDF • Airflow • Kibana • Git Skills developed: Large-scale data engineering, real-time pipelines, data quality, distributed architectures, international standards.
Signal Processing Contractor – Coastal Engineering
Cerema
févr. 2022 - mai 2022
4 mois
29280 Plouzané, France
Time series analysis for characterizing plunging wave dynamics in coastal zones (ESITC Caen wave flume). 🎯 Signal Processing & Analysis: - Time series analysis of pressure and mechanical forces on coastal structures - Characterization of shock phenomena induced by trapped air bubbles - Data scaling for coastal engineering applications 📊 Methodology: - Statistical processing of wave data - Spectral analysis and feature extraction - Scientific literature review on plunging wave modeling 🛠️ Technologies: Python, Signal processing, Statistical analysis, Time series analysis Skills: Signal processing, time series analysis, scientific literature review, data scaling, coastal engineering.
Signal Processing Contractor – Coastal Engineering
Cerema
oct. 2021 - déc. 2021
3 mois
29280 Plouzané, France
Time series analysis for characterizing plunging wave dynamics in coastal zones (ESITC Caen wave flume). 🎯 Signal Processing & Analysis: - Time series analysis of pressure and mechanical forces on coastal structures - Characterization of shock phenomena induced by trapped air bubbles - Data scaling for coastal engineering applications 📊 Methodology: - Statistical processing of wave data - Spectral analysis and feature extraction - Scientific literature review on plunging wave modeling 🛠️ Technologies: Python, Signal processing, Statistical analysis, Time series analysis Skills: Signal processing, time series analysis, scientific literature review, data scaling, coastal engineering.
Intern in Oceanography and Coastal Geomorphology
Institut Universitaire Européen de la Mer (IUEM)
févr. 2021 - août 2021
7 mois
29280 Plouzané, France
International project (Iceland collaboration): shoreline evolution monitoring and extreme sea level analysis on Sandvik beach (1957-2018). 🗺️ GIS, Photogrammetry & Remote Sensing: - Multi-date aerial imagery processing (1957-2018) - Historical aerial photograph orthorectification - Orthomosaic generation via photogrammetry (drone surveys) - Spatio-temporal shoreline monitoring (diachronic analysis) 📊 Modeling & Validation: - Historical extreme sea level computation from models (ERA5, FES2012) - Cross-validation model/in-situ - Correlation analysis between shoreline movements and extreme levels 🛠️ Technologies: ArcMap, QGIS, Agisoft Metashape, Python, image processing, oceanographic models (ERA5, FES2012) Skills: GIS, photogrammetry, remote sensing, multi-temporal image processing, ocean modeling, data validation, international collaboration.
Intern in Oceanography – Satellite Data Validation
IFREMER
mars 2020 - août 2020
6 mois
29280 Plouzané, France
Validation of satellite data from the Franco-Chinese CFOSAT mission (ocean waves) through cross-analysis of in-situ data and numerical models. 🛰️ Multi-source Validation: - Cross-study of in-situ data (Copernicus Marine), model (WaveWatch III hindcast), and satellite observations (CFOSAT) - Coherence analysis and bias identification - Quality assessment of satellite products 📊 Methodology: - Multi-source data extraction and harmonization - Comparative statistical analysis (in-situ vs model vs satellite) - Scientific validation of operational products 🛠️ Technologies: Python, NetCDF, WaveWatch III, satellite data processing, statistical analysis Skills: Data validation, multi-source processing, remote sensing, ocean modeling, comparative analysis, oceanographic data processing.
Mathematics Teacher (Work-Study Program)
Education nationale
sept. 2016 - août 2018
2 ans
21000 Dijon, France
Mathematics teaching in middle school (grades 6-9, ~150 students/year) alongside bachelor's degree in mathematics. 🎓 Pedagogy & Communication: - Course design and delivery adapted to different levels - Simplification of complex mathematical concepts for diverse audiences - Individual student mentoring and support - Pedagogical adaptation according to learning profiles 📊 Results: - ~300 students mentored over 2 years - Development of scientific communication skills - Classroom management and group facilitation 🛠️ Skills Developed: Pedagogy, simplification of complex concepts, multi-level communication, educational project management, audience adaptation Transferable Skills: Technical communication, training, presenting ML/Data concepts to non-experts, stakeholder management.
Formation
OpenClassrooms
Master's Degree in AI Engineering (Data Science Expert), Artificial Intelligence
2024 - 2025
1 an
Résultat : Master's degree (Level 7)
Master's degree specializing in Artificial Intelligence and Data Science with 12 professional projects covering the complete ML/Data lifecycle. 🎯 FLAGSHIP PROJECTS: - NLP & Transformers: DistilBERT fine-tuning (82% accuracy), MLOps (MLFlow, CI/CD), production REST API - Computer Vision: Semantic segmentation (U-Net, SegFormer - 80% mIoU), transfer learning (VGG16, ResNet50) - Big Data: Distributed pipeline on AWS EMR (PySpark, Hadoop, Airflow) - Data Quality: Noisy data cleaning (>50% missing values), GDPR compliance - Credit Scoring: Supervised ML, class imbalance, interpretability (SHAP/LIME) - Recommendation Systems: Content-based & collaborative filtering (ALS) - Time Series: Energy demand forecasting (SARIMA, Prophet) 🛠️ Stack: Python, PyTorch, TensorFlow, Scikit-learn, HuggingFace, PySpark, AWS, Docker, MLFlow, FastAPI, SQL 🔗 Portfolio: github.com/GrgMdmn/OpenClassrooms_AI_Projects
Université de Bretagne Occidentale
Master's Degree in Coastal Environment Expertise and Management,
2019 - 2021
2 ans
Résultat : Master's degree (Level 7)
Interdisciplinary program combining geosciences, social sciences, and project management applied to coastal environments. 🎯 SKILLS DEVELOPED: - Project Management: Leading complex projects with professional clients, specifications, deliverables - Multi-Stakeholder Communication: Territorial mediation, conflict management, scientific communication - Geomatics & GIS: QGIS, ArcGIS, remote sensing, spatial analysis, multi-temporal image processing - Interdisciplinary Approach: Collaboration with biologists, geographers, lawyers, oceanographers - Environmental Expertise: Impact assessment, regulatory compliance, sustainable management 🛠️ Technologies: QGIS, ArcGIS, Python, R, remote sensing, photogrammetry Transferable skills: Project management, multi-audience communication, interdisciplinary work, spatial analysis
Université Bourgogne Europe
Bachelor's degree, Mathematics
2015 - 2018
3 ans
Résultat : Bachelor's degree
Activités et associations : Mathematics teaching in middle school (2016-2018) work-study program: grades 6-9, ~150 students/year
Bachelor's degree in mathematics with coursework in computer science and physics. 🎯 Fields of Study: Analysis, Algebra, Statistics, Probability, Programming, Physics 📚 Work-Study Track (2016-2018): Mathematics teaching in middle school (grades 6-9, ~150 students/year) alongside bachelor's degree. Development of pedagogy, simplification of complex concepts, and multi-level communication skills. Skills: Mathematics, Programming (html, css, javascript, java, python...), Statistics, Pedagogy, Communication
Portfolio

🌊 Data engineering océanographique — Copernicus Marine (INSTAC) / IFREMER

🦙 Serving LLM/SLM auto-hébergé — Llama 3.1 & Phi 3.5

👁️ Street Vision PoC — segmentation sémantique (FPN vs SegFormer)

💬 API NLP Sentiment Analysis — DistilBERT fine-tuné (prod auto-hébergée)

🤖 Depiedencap — migration forum, auto-hébergement, RAG & réactivation communauté
