Building Machine Learning Operations Framework With Amazon Sagemaker: Technical Safety BC's Journey
AWS, Tuesday, June 3rd, 2025
Technical Safety BC (TSBC) regulates the safe installation and operation of technical systems (electrical, gas, boiler, elevator, etc.) in British Columbia. This post showcases how the TSBC built a machine learning operations (MLOps) solution using Amazon Web Services (AWS) to streamline production model training and management to process public safety inquiries more efficiently.
TSBC developed an orchestrated MLOps framework with Bitbucket repositories. Approval workflows streamline model training and deployment processes, and AWS cross-account deployment enables resource allocation across organizational boundaries. The framework uses templates with Hugging Face text classification models, enabling rapid deployment of natural language processing capabilities.