Open Source
Get Started with ZenML
Build production-ready ML pipelines with the open-source framework trusted by thousands of ML engineers worldwide.
Start in 3 simple steps
Install ZenML
Get ZenML up and running in minutes. You just need to install it
pip install 'zenml[local]'Write your first pipeline
Create a simple run.py file with a basic workflow:
from zenml import step, pipeline
@step
def basic_step() -> str:
"""A simple step that returns a greeting message."""
return "Hello World!"
@pipeline
def basic_pipeline():
"""A simple pipeline with just one step."""
basic_step()
if __name__ == "__main__":
basic_pipeline()Run your pipeline locally
ZenML automatically tracks the execution and stores artifacts.
python run.pyZenML Architecture
Built on a Robust Client-Server Architecture
ZenML is a metadata layer on top of your existing infrastructure, meaning all data and compute stays on your side.
Projects
Start with one of our ready-made projects
Everything you need to replicate a production-grade use case — demo, video, blog, and code.
BankSubscription Predictor
Predict bank clients most likely to subscribe to term deposits using machine learning.
Credit Scorer: EU AI Act Compliant MLOps
An end-to-end credit scoring workflow that automatically generates the technical evidence required by the EU AI Act.
EuroRate Predictor
Turn European Central Bank data into actionable interest rate forecasts with this comprehensive MLOps solution.
FloraCast
A production-ready MLOps pipeline for time series forecasting using ZenML and Darts, featuring TFT-based training and scheduled batch inference.
GameSense: The LLM That Understands Gamers
Elevate your gaming platform with an AI that translates player language into actionable data. A model that understands gaming terminology, extracts key attributes, and structures conversations for intelligent recommendations and support.
Magic Photobooth
A personalized AI image generation product that can create your avatars from a selfie.
Resources
Your Complete ZenML Learning Toolkit
Dive deeper into ZenML with comprehensive documentation, development tools, hands-on tutorials, and a thriving community of ML engineers ready to help you succeed.
Official Documentation
Comprehensive guides, tutorials, and API reference to master ZenML
VS Code Extension
ZenML Studio enhances your ML workflow with support for pipelines, stacks, server management and DAG visualization.
Interactive Tutorial
Master ZenML fundamentals through 10 guided pipeline examples with step-by-step tutorials and one-click execution!
Slack Community
Join thousands of ML engineers sharing knowledge and best practices.
Ready for the next level?
Go beyond open source with ZenML Pro. Get enterprise features, managed infrastructure, RBAC, enhanced security, dedicated support, and more.