Lead AI Engineer, Data Engineering & AI at TD Bank

Led enterprise-scale AI, ML, and data engineering initiatives supporting banking, insurance, wealth, lending, and Financial Crime Risk Management (FCRM) platforms on Azure. Designed and implemented AI-ready data platforms and scalable ETL orchestration frameworks using Azure Databricks and Azure Data Factory. Built ML-based anomaly detection and operational monitoring solutions to identify abnormal data patterns and potential production issues. Delivered financial crime analytics leveraging transaction activity, customer risk ratings, occupation profiles, and negative news indicators. Created a GenAI-powered chatbot using enterprise metadata, lineage, and pipeline documentation to enable natural language querying across interconnected systems. Reduced manual operational effort via metadata-driven orchestration, intelligent automation, and reusable data validation frameworks supporting pipeline reliability and scalability.