Promote the Best Model to Production
Pick a winner and stage it for serving.
Pick a Winner
You now have several registered versions. Promotion is choosing which one your service should actually use, then marking it as Production. 🏆
List the Versions
Use the MlflowClient to fetch every version of a model so you can compare them before choosing.
from mlflow import MlflowClient
client = MlflowClient()
versions = client.search_model_versions("name='churn-classifier'")All lessons in this course
- Train and Log to the Registry
- Promote the Best Model to Production
- Serve the Production Model
- Trace a Prediction Round-Trip