Edward Ng

Software Developer @BMO

Toronto, ON, CA

As a Software Developer and Team Lead for the Document AI ML team, I led efforts in developing information extraction and document classification solutions with up to 97% accuracy. Managed to optimize machine learning development and reduce operational costs by delegating tasks and effectively communicating with stakeholders to ensure high productivity and alignment on project goals.In addition to working on machine learning, I maintained the core codebase infrastructure by performing CDK upgrades and remediating cloud vulnerabilities to ensure the bank\'s security and compliance with SLAs. I performed unit/integration/acceptance testing and PostgreSQL querying to validate code and DB functionality across both non-production and production environments.I successfully deployed on AWS Lambda, ECR, and ECS and contributed in migrating from legacy cloud accounts to a multi-account architecture, enabling greater scalability and long-term operational efficiency.This experience strengthened my expertise in cloud computing, machine learning, infrastructure management, and security remediation, all while leading a high-impact team in an agile environment.