More Ray ML Libraries

Ray has a variety of additional integrations with ecosystem libraries.

• Distributed Scikit-learn / Joblib

• Distributed multiprocessing.Pool

• Ray Collective Communication Lib

• Using Dask on Ray

• Using Spark on Ray (RayDP)

• Using Mars on Ray

• Using Pandas on Ray (Modin)

Ecosystem Map

The following map visualizes the landscape and maturity of Ray components and their integrations. Solid lines denote integrations between Ray components; dotted lines denote integrations with the broader ML ecosystem.

• Stable: This component is stable.

• Beta: This component is under development and APIs may be subject to change.

• Alpha: This component is in early development.

• Community-Maintained: These integrations are community-maintained and may vary in quality.