Welcome to Ray
An open source framework to build and scale your ML and Python applications easily
Beyond the basics
Scale the entire ML pipeline from data ingest to model serving with high-level Python APIs that integrate with popular ecosystem frameworks.
Learn moreScale generic Python code with simple, foundational primitives that enable a high degree of control for building distributed applications or custom platforms.
Learn moreDeploy a Ray cluster on AWS, GCP, Azure or kubernetes from a laptop to a large cluster to seamlessly scale workloads for production.
Learn moreGetting involved
Attend community events
Find community on Slack
Contributor's guide
Subscribe to the newsletter
Ask questions on the forum
Create pull requests
Follow us on Twitter
Open an issue