---
title: 'Level 13: Run on a multi-node cluster'
description: In this level you'll learn to run on cloud or on-prem clusters.
canonical: >-
  https://lightning.ai/docs/pytorch/stable/level-up/intermediate/intermediate_level_14
---
# Level 13: Run on a multi-node cluster {#level-13-run-on-a-multi-node-cluster}

In this level you'll learn to run on cloud or on-prem clusters.

- [Run single or multi-node on Lightning Studios](/docs/pytorch/2.6.6/reference/clouds/lightning_ai.md) — The easiest way to scale models in the cloud. No infrastructure setup required.

- [Run on an on-prem cluster](/docs/pytorch/2.6.6/reference/clouds/cluster_intermediate_1.md) — Learn to train models on a general compute cluster.

- [Run on a SLURM cluster](/docs/pytorch/2.6.6/reference/clouds/cluster_advanced.md) — Run models on a SLURM-managed cluster

- [Run with Torch Distributed](/docs/pytorch/2.6.6/reference/clouds/cluster_intermediate_2.md) — Run models on a cluster with torch distributed.

---

**Navigation**

- Parent: [Intermediate skills](/docs/pytorch/2.6.6/level-up/intermediate.md)