Continuous Monitoring, Continuous Improvements for ML Models Using Neptune AI and Arize AI

Neptune AI and Arize AI have partnered to improve continuous monitoring and improvements for machine learning (ML) models. The collaboration aims to help ML teams maintain model performance once deployed in production environments, where data may shift in distribution or integrity due to unexpected dynamics or upstream changes. By connecting Arize's ML observability platform with Neptune's metadata store for MLOps, the partnership enables more effective monitoring of production models and informed retraining decisions. The integration allows users to track every model version and its history, improving experimentation and optimization processes in machine learning workflows.