Model Monitoring

Learn how to monitor machine learning models in production environments including both batch and real-time methods.

Concepts

• Concept | Process governance for MLOps
• Concept | Monitoring model performance and drift in production
• Concept | Monitoring and feedback in the AI project lifecycle

Tutorials

• Tutorial | Model monitoring basics
• Tutorial | API endpoint monitoring basics
• Tutorial | Monitoring models: An introduction to monitoring in different contexts
• Tutorial | Monitoring models: A batch workflow within Dataiku
• Tutorial | Monitoring models: An API endpoint on a Dataiku API node
• Tutorial | Monitoring models: An exported Python model scored externally
• Tutorial | Monitoring models: An exported Java model scored externally

FAQs

• FAQ | How can I get model monitoring metrics in a dataset format?