Fred is passionate about building impactful data infrastructure, with a focus on MLOps and Data Engineering. He has productionised machine learning projects, including a recommendation engine, improved search results using Large Language Models (LLMs), and an NLP tool for survey analysis. Fred's experience includes creating large-scale data warehouses, expanding a global data mesh, and managing data extraction, transformation, and infrastructure. His work supports use cases such as invoice automation, personalised marketing, observability metrics, and predictive analytics. On a Friday, Fred can be found playing with his daughter and learning piano with his son.