Building a Local Kubeflow MLOps Pipeline with Kubernetes0

• AI, CI/CD Pipelines, DevOps Tools, Kubernetes, Linux Basics
• July 16, 2025

This guide walks through setting up a local Kubernetes cluster, installing Kubeflow, and running an end-to-end ML pipeline (training and serving) with Kubeflow Pipelines and KServe. We’ll use a scikit-learn model example and show commands and sample outputs at each step. All commands are run on a Linux or macOS terminal unless noted otherwise.