Model Registry Patterns

Expert patterns for model registration, versioning, champion/challenger promotion, model cards, and webhook-driven CI/CD.

Pattern 1: MLflow Registration with Signature and Lineage

Register a model with full metadata: signature, metrics, dataset reference.

import mlflow
import mlflow.sklearn
from mlflow.models import infer_signature
import pandas as pd

mlflow.set_tracking_uri("http://mlflow-server:5000")