MLflow

Model Versioning & Experiment Tracking with MLflow

Stop overwriting model.joblib. Track every experiment's params and metrics, register versions, and promote by a champion/challenger gate with MLflow, so 'which model is in production, and is it actually better' has an answer. Part 5 of the MLOps series.