Course Wiki

Model registry — MLOps Zoomcamp Module 2

MLOps Zoomcamp › Module 2: Experiment Tracking & Model Management › Model registry

Notes

Starting MLflow 2.9, model registry stages are deprecated. Please use model version tags and aliases instead of stages. For example, instead of transition_model_version_stage(name, version, stage) use set_registered_model_alias(name, alias, version). More details here and here.

Key concepts

• Model Registry
• MLflow

Related notes

• mlops-m02-experiment-tracking-intro
• mlops-m02-experiment-tracking-with-mlflow
• mlops-m02-getting-started-with-mlflow
• mlops-m02-homework
• mlops-m02-mlflow-benefits-limitations-and-alternatives
• mlops-m02-mlflow-in-practice
• mlops-m02-model-management
• mlops-m03-homework
• mlops-m04-mlops-zoomcamp-4-6-batch-scoring-with-mage
• mlops-m04-web-services-getting-the-models-from-the-model-r
• mlops-m07-course-project

Sources

• Video
• Lesson file