MLOps Platform
5.4k 2026-04-26
zenml-io/zenml
An open-source AI platform that unifies ML pipelines and agentic workflows, abstracting infrastructure complexity for ML/AI engineers.
Core Features
Build and run ML/AI workflows (pipelines) for traditional ML, LLMs, and agents.
Abstracts infrastructure, allowing workflows to run on any backend.
Automates code containerization and tracks runs with metrics, logs, and metadata.
Integrates seamlessly with popular ML/AI tools and cloud services (e.g., MLflow, Sagemaker, GCP Vertex).
Facilitates rapid experimentation and observability in development and production.
Quick Start
pip install zenmlDetailed Introduction
ZenML is an open-source MLOps platform designed for ML and AI engineers to streamline the development and deployment of machine learning models, LLM workflows, and AI agents. It enables users to define Pythonic pipelines that can execute on diverse infrastructure backends, abstracting away underlying complexities. The platform automates code containerization, tracks experiment runs with rich metadata, and integrates with a wide array of existing tools and cloud services, empowering companies to operationalize their AI applications efficiently from experimentation to production.