
David A
AI Automation Engineer and Data Science Consultant
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Portfolio
Work experience
Machine Learning Engineer
AXA Mansard • Full-time
Feb 2022 - Mar 2026 • 4 yrs 1 mo
• Developed and deployed production ML systems used for customer segmentation, personalised recommendations and pricing APIs. • Developed transformer-based medical NLP system to map clinical terms to standardized hospital tariffs, using domain-specific tokenization and candidate ranking; optimized inference pipeline to reduce processing time by 33%. • Built and deployed a Car Valuation API for automated vehicle price prediction (model-to-production with Docker and Flask). • Optimised ML pipelines for production: CI/CD, Docker, cloud deployment, and Extraction Transform Load (ETL) Scripts. • Designed and deployed a fraud / anomaly detection system for health insurance claims, reducing false claims and improving investigation prioritisation.