The Problem This Solution Solves
The DoD requires a commercial MLOps infrastructure to sustain the operational utility of machine learning models in rapidly changing environments. This software pipeline must support post-deployment monitoring, efficient data exfiltration, rapid retraining, and hardware-specific model compilation. By integrating these CI/CD steps, the DoD ensures that models can be validated and redeployed quickly to account for adversarial activity and varying mission profiles.
The Solution
The Domino Data Lab solution provides a comprehensive MLOps infrastructure, enabling the rapid retraining and deployment of machine learning models in operational environments. The platform integrates essential CI/CD capabilities, including data version control, model management, and automated deployment across diverse security levels. By streamlining the "Automated Machine Learning for Mine Countermeasures Operations" (AMMO) workflow, it allows for faster identification of new threats through enhanced data visualization and experiment tracking.