# Overview

[Ray](https://ray.io/) is an open-source unified framework for scaling AI and Python applications like machine learning.

[KubeRay](https://github.com/ray-project/kuberay) is a powerful, open-source Kubernetes operator that simplifies the deployment and management of Ray applications on Kubernetes.

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## What Will You Do

In this exercise,

- You will deploy the kuberay Operator on a managed Kubernetes cluster
- You will deploy a RayLLM workload

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## Assumptions

- You have already provisioned or imported one Kubernetes cluster with gpu nodes in a Project in your Org