Built and maintained multiple end-to-end data ingestion, annotation, and processing pipelines for ML. Managed two full-stack applications leveraging React w/ Typescript in the frontend, AWS Cognito w/ API Gateway & Lambda via Serverless for secure web services, AWS Autoscaling Groups w/ SQS Messaging for stateless data processing, MySQL and PostgreSQL databases, and Splunk for operational analysis, alerts, and monitoring. Provisioned all AWS infrastructure across two AWS accounts and multiple environments inside a secure VPC via Terraform CDK, allowing for one-touch deployments.
Built data ingestion infrastructure for third-party annotation platform integration with dataloop.ai and AWS Sagemaker as data labeling requirements from ML would change over time. Built an in-house, proprietary labeling tool w/ React with labeling and QC features for both image and video annotations. Designed and implemented data processes and database schemas to meet the needs of frontend users/administrators and data consumers on the ML side.
Core member and leader of the platform engineering team and frequent advocate for engineering within the organization. Lead standups, planned sprints, and enforced increasingly rigid adherence to Agile processes.