MLOps & AI Engineering
Nelson Rogers
AI Platform Lead, MLOps and agentic systems (Groupe Flow Line). I take AI from PoC to production: architecture, industrialisation, reliability, security. Top of my engineering class (ISIS, INSA Group), Google Cloud Professional Data Engineer certified, co-inventor on two patents. Former competitive alpine skier.
Recent projects
Supply chain AI platform · Flow Line
Owner of the platform that plugs into clients' ERP (Sage X3): sales forecasting, scheduling, anomaly detection, replenishment. Industrialisation (Prefect, MLflow) and agentic layer (ADK, MCP).
Agentic scheduling · APERAM
Agentic layer (ADK) letting planners drive an OR-Tools optimisation engine in natural language, with full traceability and human validation.
MLOps Patents · Atos Inventor Trophy 2023
Co-inventor on two patents (US and Europe) on selecting training datasets through reinforcement learning. Winner of the 2023 Atos Inventor Trophy.
Tech stack
MLOps
Prefect, MLflow, Airflow, Kubernetes, Docker, CI/CD, Terraform
AI / ML
AI agents (ADK, MCP), LLMs, RAG, classical ML, reinforcement learning, OR-Tools
Cloud
Azure, AWS, Google Cloud (PDE certified), on-premise