Charmed Kubeflow (CKF) is an open-source, end-to-end, production-ready MLOps platform on top of cloud-native technologies.
It translates Machine Learning (ML) steps into complete workflows, including training, tuning, and shipping of ML models. It enables automation of workflows, increases quality of models, and simplifies deployment of ML workloads into production in a reliable way.
CKF meets the need of building ML applications in a structured and consistent manner while contributing to higher productivity and better collaboration within teams.
It is intended for data scientists and ML engineers, providing an advanced toolkit to organise and scale their work.
In this documentation
| Tutorial Get started - a hands-on introduction to CKF for newcomers |
How-to guides Step-by-step guides covering key operations and common tasks with CKF |
| Explanation Discussion and clarification of key topics |
Reference Technical information, including specifications, APIs, settings and configuration |
Project and community
Charmed Kubeflow is a member of the Ubuntu family. It’s an open-source project that welcomes community contributions, suggestions, fixes and constructive feedback.
- Read our Code of conduct.
- Contribute and report bugs.
- Contribute to this documentation.
- Join the Discourse forum.
- Talk to us on Matrix.
- Try out some projects.
Navigation
Navigation
| Level | Path | Navlink |
|---|---|---|
| 1 | / | Home |
| 1 | tutorial | Tutorial |
| 2 | get-started-with-charmed-kubeflow | Get started |
| 2 | explore-kubeflow | Explore components |
| 1 | how-to | How to |
| 2 | manage-charmed-kubeflow | Manage Charmed Kubeflow |
| 3 | install | Install |
| 3 | install-in-airgapped-environment | Install in airgapped environment |
| 3 | deploy-kubeflow-with-aws-cloud-formation | Deploy to AWS with CloudFormation |
| 3 | install-on-microk8s-behind-a-web-proxy | Deploy to Microk8s behind a web proxy |
| 3 | install-on-microk8s-on-aws | Deploy to MicroK8s on AWS |
| 3 | install-on-nvidia-dgx | Deploy to NVIDIA DGX |
| 3 | deploy-charmed-kubeflow-to-eks | Deploy to EKS |
| 3 | deploy-charmed-kubeflow-to-aks | Deploy to AKS |
| 3 | deploy-charmed-kubeflow-to-gke | Deploy to GKE |
| 3 | manage-profiles | Manage profiles |
| 3 | enable-istio-cni-plugin | Enable Istio CNI plugin |
| 3 | enable-https-on-charmed-kubeflow | Enable HTTPS on CKF |
| 3 | use-nvidia-gpus | Use NVIDIA GPUs |
| 3 | upgrade | Upgrade |
| 4 | databases-migration-guide | MariaDB - MySQL Databases Migration |
| 4 | upgrade-14-16 | Upgrade from 1.4 to 1.6 |
| 4 | upgrade-16-17 | Upgrade from 1.6 to 1.7 |
| 4 | upgrade-17-171 | Upgrade from 1.7 to 1.7 Patch 1 |
| 4 | upgrade-17-18 | Upgrade from 1.7 to 1.8 |
| 4 | upgrade-18-19 | Upgrade from 1.8 to 1.9 |
| 3 | troubleshooting | Troubleshoot |
| 3 | uninstall | Uninstall |
| 3 | how-tosetup-ssh-vm-access-with-port-forwarding | SSH VM Access |
| 3 | backup | Backup Kubeflow Control Plane |
| 3 | restore | Restore Kubeflow Control Plane |
| 2 | integrate-with-other-charms | Integrate Charmed Kubeflow with other charms |
| 3 | integrate-with-mlflow | Integrate with MLFlow |
| 3 | allow-access-minio | Allow access to MinIO |
| 3 | integrate-with-cos | Integrate with COS |
| 2 | integrate-with-external-tools | Integrate Charmed Kubeflow with external tools |
| 3 | mindspore | Integrate with Mindspore |
| 3 | integrate-with-azure-blob-storage | Integrate with Azure Blob Storage |
| 3 | integrate-with-azure-spot-virtual-machines | Integrate with Azure spot virtual machines |
| 3 | integrate-identity-providers-with-charmed-kubeflow | Integrate identity providers with Charmed Kubeflow |
| 3 | ldap | Set up LDAP Authentication |
| 2 | use-kubeflow | Use Kubeflow |
| 3 | launch-ngc-notebooks | Launch NGC Notebooks |
| 3 | serve-a-model-using-triton-inference-server | Serve a model using Triton Inference Server |
| 3 | ||
| 3 | add-and-reorder-links-on-the-kubeflow-dashboard | Add and reorder links on the Kubeflow Dashboard |
| 3 | configure-the-kubeflow-notebook-creation-page | Configure the Kubeflow Notebook creation page |
| 3 | accelerated-ml-experiments-on-microk8s-with-inaccel-fpga-operator-and-kubeflow-katib | Accelerated ML experiments on MicroK8s with InAccel FPGA Operator and Kubeflow Katib |
| 3 | build-an-mlops-pipeline-with-mlflow-seldon-core-and-kubeflow | Build an MLOps pipeline with MLFlow |
| 3 | ml-workflow-kubeflow-with-katib-and-mlflow | ML Workflow: Kubeflow with Katib and MLFlow |
| 1 | reference | Reference |
| 2 | authentication | Authentication |
| 2 | aws-kubeflow-cloudformation-form | AWS Kubeflow CloudFormation Form |
| 2 | kubeflow-bundle | Kubeflow bundle Components |
| 2 | kubeflow-dashboard | Kubeflow Dashboard |
| 2 | mlops-pipeline | MLOps pipeline |
| 3 | list-of-mlops-tools | List of MLOps tools |
| 2 | monitoring | Monitoring |
| 3 | prometheus-metrics | Prometheus metrics |
| 3 | prometheus-alerts | Prometheus alerts |
| 3 | grafana-dashboards | Grafana dashboards |
| 3 | loki-logs | Loki logs |
| 2 | profile | Profile |
| 2 | supported-versions | Supported versions |
| 2 | release-notes | Release notes |
| 3 | release-notes-1-7 | Charmed Kubeflow 1.7 |
| 3 | release-notes-1-8 | Charmed Kubeflow 1.8 |
| 3 | release-notes-1-9 | Charmed Kubeflow 1.9 |
| 1 | explanation | Explanation |
| 2 | authorisation | Authorisation |
| 2 | charmed-vs–upstream-kubeflow | Charmed Vs. Upstream Kubeflow |
| contributing-docs | Contributing to docs | |
| create-eks-cluster-for-mlops | Setup EKS before installing CKF | |
| create-aks-cluster-for-mlops | Setup AKS before installing CKF |
Redirects
Mapping table
| Location | Path |
|---|---|
| /docs/mlops-pipelines-with-mlflow-seldon-core-and-kubeflow | /docs/build-an-mlops-pipeline-with-mlflow-seldon-core-and-kubeflow |
| /docs/aws | /docs/install-on-microk8s-on-aws |
| /docs/authentication-with-oidc-and-keycloak | /docs/how-to-guides |
| /docs/visual-workflow-design-with-charmed-kubeflow-and-elyra | /docs/how-to-guides |
| /docs/run-spark-on-kubernetes | /docs/how-to-guides |
| /docs/using-vscode-on-charmed-kubeflow | /docs/how-to-guides |
| /docs/setting-up-remote-access | /docs/how-to-guides |
| /docs/operators-and-bundles | /docs/components |
| /docs/deploy-kubeflow-on-microk8s-behind-a-web-proxy | /docs/prepare-to-install-on-microk8s-behind-a-web-proxy |
| /docs/nvidia-gpu-integration-outside-microk8s | /docs/use-nvidia-gpus |
| /docs/components | /docs/kubeflow-bundle |
| /docs/dashboard | /docs/install |
| /docs/prepare-to-install-on-microk8s-behind-a-web-proxy | /docs/install-on-microk8s-behind-a-web-proxy |
| /docs/enable-istio-cni-plugin | /docs/enable-istio-cni-plugin |
| /docs/enable-tls-ingress-gateway-for-a-single-host | /docs/enable-tls-ingress-gateway-for-a-single-host |