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ZenML

An extensible open-source MLOps framework that lets teams design portable, reproducible pipelines decoupled from infra stacks.

Introduction

Overview

ZenML provides a Python SDK and stack abstraction layers so developers can swap orchestrators, artifact stores, model registries and deployment targets without code changes.

Key Capabilities
  • Pipeline & step abstractions with caching and lineage
  • 50+ plug-and-play integrations (Airflow, Kubeflow, KServe, Evidently AI…)
  • Built-in experiment tracking and dashboard
  • Managed control plane (ZenML Pro) for enterprise
  • VS Code extension and CLI for local-to-cloud workflows

Information

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