Track experiments, package models in a standard format, and deploy them for real-time serving.

Track Experiments and Deploy Models with MLflow

The popular open-source MLflow platform is known primarily for its great experiment tracking and visualization user experience. Among its many features, MLflow also provides a standard format for packaging ML models and deploying them for real-time serving using various deployment tools. The ZenML MLflow integration makes it easy to configure and use MLflow in your ZenML pipelines. Simply add a single line of code to your step, log any hyperparameters you need, and let ZenML and MLflow deploy your models.