---
title: "Ray Train - Distributed Training Orchestration - Air Market"
description: "Your training job has outgrown one machine. This spreads it across a cluster, from a laptop up to very many nodes, and keeps working with PyTorch, TensorFlow or HuggingFace. It also handles searching…"
canonical: "https://airmarket.ai/app/ray-train"
---

[Air Market](/) / [Data & Analytics](/category/data) / Ray Train - Distributed Training Orchestration

Skill by [Orchestra Research](/@orchestra-research)

# Ray Train - Distributed Training Orchestration

Take a training job off one machine and onto the cluster

## What this does

Your training job has outgrown one machine. This spreads it across a cluster, from a laptop up to very many nodes, and keeps working with PyTorch, TensorFlow or HuggingFace. It also handles searching for good hyperparameters and recovers when a machine drops out. Reach for it when one box is no longer enough.

### Top 3 things it does for you

- Scale a training script across machines
- Run a hyperparameter sweep in parallel
- Keep a long run going when a node dies

## Information

**Ray Train - Distributed Training Orchestration at a glance**

|  |  |
| --- | --- |
| Kind | Skill |
| Publisher | [Orchestra Research](/@orchestra-research) |
| Category | [Data & Analytics](/category/data) |
| Works with | Agent Skills - an open standard supported by 40+ agents |
| Version | 1.0.0 |
| Size | 24 KB |
| Licence | MIT |
| Repository | [orchestra-research/ai-research-skills](https://github.com/orchestra-research/ai-research-skills/tree/28f2d29236f2bade2eb92cadb2585189589a5828/08-distributed-training/ray-train) |
| GitHub stars | 11,987 (as of Nov 2026) |

## Security report

**Verified.** AIR scanned this exact version of Ray Train - Distributed Training Orchestration and flagged nothing. AIR's verdict: **safe**.

**What Ray Train - Distributed Training Orchestration's check was run against**

|  |  |
| --- | --- |
| Commit | 28f2d29236f2bade2eb92cadb2585189589a5828 |
| Content hash | 7e6749bf961c45deaacb4949b66ba8437aac8765458e187679658fe1def7294b |
| Files read | [Browse the files at this exact commit](https://github.com/orchestra-research/ai-research-skills/blob/28f2d29236f2bade2eb92cadb2585189589a5828/08-distributed-training/ray-train/SKILL.md) |

A scan is named by the exact content it read, not by a version number. A different version is a different artifact, and nothing here applies to a version AIR has not scanned.

[Read the full security report for Ray Train - Distributed Training Orchestration](/security/ray-train)

## About Ray Train - Distributed Training Orchestration

This orchestrates distributed training across clusters, scaling PyTorch, TensorFlow and HuggingFace workloads from a laptop up to very large numbers of nodes.

It brings hyperparameter tuning through Ray Tune, along with fault tolerance and elastic scaling, so a sweep or a long run does not depend on every machine staying up.

Use it when you are training massive models across multiple machines, or running distributed hyperparameter sweeps.

## What's inside

- SKILL.md - instructions
- references/multi-node.md - reference

## Questions

### Is Ray Train - Distributed Training Orchestration safe to install?

AIR scanned this exact version of Ray Train - Distributed Training Orchestration and flagged nothing. AIR's verdict: safe. The verdict is named by the content that was read, at commit 28f2d29236f2, so it cannot drift onto a version nobody scanned. The full report is at https://airmarket.ai/security/ray-train.

### How do I install Ray Train - Distributed Training Orchestration?

Open https://airmarket.ai/app/ray-train on Air Market and use the install action: Air Market hands Claude a prompt naming this exact skill, and Claude sets it up. Source, pinned to the exact commit this listing describes: https://github.com/orchestra-research/ai-research-skills/tree/28f2d29236f2bade2eb92cadb2585189589a5828/08-distributed-training/ray-train. Install from that link, not the branch.

## Related on Air Market

- [More Data & Analytics listings](/category/data)
- [Everything by Orchestra Research](/@orchestra-research)

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Canonical URL: <https://airmarket.ai/app/ray-train>