How-to guides¶ These guides provide practical instructions for specific tasks related to deploying, managing and using MLflow. Preparation¶ Create an MLOps-ready Charmed Kubernetes cluster Deployment¶ Deploy Charmed MLflow to Charmed Kubernetes on AWS Deploy Charmed MLflow to EKS Deploy Charmed MLflow and Kubeflow to EKS Integration¶ Integrate MLflow with the Canonical Observability Stack (COS) Integrate Charmed MLflow with Charmed Kubeflow on Charmed Kubernetes Integrate MLflow with Jupyter Notebooks Upgrading¶ Migrate Charmed MLflow Version 1 to Version 2 Upgrade Charmed MLflow 2.1 to 2.15 Managing¶ Backup MLflow data Restore MLflow data