Top 14 ray open source projects

Mars is a tensor-based unified framework for large-scale data computation which scales numpy, pandas, scikit-learn and Python functions.
Modin: Speed up your Pandas workflows by changing a single line of code
An open source framework that provides a simple, universal API for building distributed applications. Ray is packaged with RLlib, a scalable reinforcement learning library, and Tune, a scalable hyperparameter tuning library.
Multi & Single Agent Reinforcement Learning for Traffic Signal Control Problem
Simplifying the definition and execution, scaling and deployment of pipelines on the cloud.
TorchX is a universal job launcher for PyTorch applications. TorchX is designed to have fast iteration time for training/research and support for E2E production ML pipelines when you're ready.
A framework for easy prototyping of distributed reinforcement learning algorithms
Buggregator is a beautiful, lightweight debug server build on Laravel that helps you catch your smpt, sentry, var-dump, monolog, ray outputs. It runs without installation on multiple platforms.
A parallel framework for population-based multi-agent reinforcement learning.
1-14 of 14 ray projects