Glossary term
Glossary term
Infrastructure and Serving
ModelOps is the practice of managing the full lifecycle of AI models, from training and testing to deployment, monitoring, and retirement. It is essential for keeping models secure, updated, and aligned with business needs over time.
MLflow by Databricks is an open-source ModelOps platform used widely in enterprise.
DataRobot, ClearML, and Iguazio offer commercial ModelOps platforms.
Vertex AI Model Registry, SageMaker Model Registry, and Azure ML Model Registry deliver cloud-native ModelOps.