1
Install Ray
Install Ray using pip with the command `pip install ray`.
2
Start a Local Cluster
Launch a local Ray cluster using `ray start --head` or use the Anyscale platform for managed clusters.
3
Write Distributed Code
Use Ray's `@ray.remote` decorator to define tasks and actors for distributed execution.
4
Deploy to Cloud
Deploy your distributed application to cloud clusters via Anyscale or integrate with development tools like VSCode or Jupyter.
5
Monitor Workloads
Use the Ray Dashboard to observe workload performance and debug distributed tasks.