AI & ML Engineer · Paris · GCP Certified
Adrien
Morel
Applied mathematics engineer building production ML systems and agentic AI on GCP.
Five years from applied mathematics to production machine learning — urban mobility at Transdev, railway infrastructure at SNCF Réseau, then end-to-end systems of my own: forecasting pipelines on GCP, and autonomous agents built on LangGraph and MCP. Reserve officer data scientist with the French Navy.
Selected Work
French Navy / iReMMO
09/2023 — present
Reserve Officer (Data Scientist) · Executive Training
Data scientist within the French Navy digital reserve, including an operational deployment aboard the aircraft carrier Charles de Gaulle (mission La Fayette 26, 05–09/2026). Executive staff programme and advanced geopolitics training (Middle East, iReMMO Institute).
→ Ranked 2nd / 180, French Navy staff programme (PMS État-Major)
Freelance
01/2025 — present
AI/ML Engineer · Independent Projects
Independent practice building and operating ML systems end to end — feature stores on BigQuery, training and batch-inference pipelines, model registry, CI/CD, drift and data-quality monitoring — alongside agentic AI work on LangGraph and MCP, where the hard part is traceability: every claim an agent produces stays tied to its source.
→ Open source contributor (Skore / Probabl) · Kaggle top 2% worldwide
Espace Trinité
06/2025 — 05/2026
Digital Transformation Consultant
End-to-end digital transformation of a B2B venue: network and hardware overhaul, software stack migrations, automated operational workflows, and training non-technical teams on digital tools and best practices.
SNCF Réseau
10/2022 — 05/2023
Data Scientist · Railway Infrastructure
Automated detection of geometric anomalies across the French railway network using statistical methods and spectral analysis. Designed interpretable indicators and visualization tools to support maintenance decision-making.
→ −50% manual analysis time for a team of 12
Transdev
06/2021 — 09/2022
Data Scientist / Data Developer · Urban Mobility
NLP pipeline for customer feedback analysis (Twitter scraping, sentiment classification). Power BI dashboards for fuel efficiency and operational KPIs. Excel/VBA benchmarking app deployed to 150+ users. Migrated historical datasets to Snowflake, automated reporting via SharePoint and Power Automate.
Open Source & Projects
vigie-01
Agentic AI
Autonomous OSINT agent for defense/geopolitical monitoring. LangGraph multi-agent pipeline — collection, classification, verification with bounded tool-calling — FastAPI + React, per-claim source traceability.
mcp-ollama-agent
Agentic AI
Custom MCP server (FastAPI/SSE) driving a LangChain ReAct agent with ChromaDB RAG, local Ollama inference and an OpenAI-compatible gateway. Tools: web search, file operations, code execution.
elec-forecast
Production ML
Electricity consumption forecasting on GCP. BigQuery feature store, MLflow on Cloud Run, LightGBM models, CI/CD, drift and data-quality monitoring.
bike-forecast-paris-velib
Production ML
End-to-end bike availability forecasting across 1,500+ Vélib' stations. Ingestion, training, batch inference and monitoring on Vertex AI Pipelines, Cloud Run and BigQuery.
skore
Open Source Contribution
Contributor to skore — the scikit-learn collaborative ML project management library.
Stack
ML & Statistics
scikit-learn, LightGBM, XGBoost, PyTorch, Optuna, SHAP, statistical modelling
LLM & Agents
LangChain, LangGraph, MCP, ChromaDB, Ollama, OpenAI & Anthropic APIs
Experiment tracking
MLflow, Vertex AI Experiments
Pipelines
Vertex AI Pipelines, Airflow, Cloud Scheduler
Serving & APIs
FastAPI, Pydantic, React, Cloud Run, Vertex AI Endpoints, Docker
GCP
BigQuery, Cloud Storage, Artifact Registry, GKE
Data
PostgreSQL, Snowflake, Power BI, Dataiku, n8n
Versioning & IaC
Git, Terraform, Kubernetes, GitHub Actions
Monitoring
Grafana, Elasticsearch / Kibana, data drift & performance alerts
Certifications
Professional Machine Learning Engineer
Google Cloud
03/2026
Associate Cloud Engineer
Google Cloud
02/2026
Scikit-learn Associate Practitioner
Probabl / Inria
01/2026
Education
CY Tech
09/2019 — 06/2022
Cergy, France
Cergy, France
Engineering degree in Applied Mathematics. Dual degree with the University of A Coruña (Spain) in High-Performance Computing.
Languages — French (native) · English (fluent, TOEIC 950) · Italian (conversational)
Available.