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
Arize AI developed an MLOps pipeline that provides model and data monitoring, analysis, and maintenance. The solution allows developers to visualize and cluster data for faster identification of new targets and enables the rapid retraining of machine learning models in operational environments.