How It Works

MAESTRO operates as an Intranet-only, web-based platform that is readily accessible to public officers via their GSIB/COMET machines to ensure data security and compliance.

MAESTRO provides tools/services for AI and Machine Learning operations, enabling agencies to efficiently scale the development and deployment of AI/ML models from prototype to production.

The tools/services on MAESTRO include:

• Pre-defined configurations and templates based on MLOps best practices so that pipeline setups can be accelerated.
• Access to expanding selection of foundational models from open-source repositories such as HuggingFace, as well as those from various Cloud Solution Providers such as AWS and Azure.
• Scalable high-compute resources to support computationally-intensive ML projects efficiently.
• Up-to-date code libraries/packages for both R & Python.
• Means for code sharing and collaboration amongst users both within and across agencies.
• MLFlow for experiment tracking, model versioning and monitoring across the AI/ML lifecycle.