KUBEFLOW

Kubernetes-native MLOps platform.

Definition

Kubeflow v1.8 current (2024). Pipelines compile to YAML Argo Workflows. KServe (formerly KFServing) supports 20+ frameworks. Managed distributions: Vertex AI Pipelines (GCP), AWS Sagemaker, Azure ML Pipelines. Pipelines CNCF graduation in 2023.

Origin

Created by Google December 2017 ; v1.0 released March 2020.

Example in context

Spotify orchestrates 5000 training jobs per day via Kubeflow Pipelines on GKE for its recommendation models.

Related terms

• MLflow — lifecycle twin.