---
title: "Deepspeed Skill - Air Market"
description: "You are training a model across multiple GPUs or machines and the configuration options are unfamiliar. This gives you guidance on the choices DeepSpeed puts in front of you - memory optimization sta…"
canonical: "https://airmarket.ai/app/deepspeed"
---

[Air Market](/) / [Data & Analytics](/category/data) / Deepspeed Skill

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

# Deepspeed Skill

Training across many machines, with someone who knows the settings

## What this does

You are training a model across multiple GPUs or machines and the configuration options are unfamiliar. This gives you guidance on the choices DeepSpeed puts in front of you - memory optimization stages, how to split the model across devices, which number format to train in. Reach for it when you are setting up or tuning a distributed training run.

### Top 3 things it does for you

- Pick the right ZeRO stage for your training run
- Set up pipeline parallelism
- Choose between FP16, BF16 and FP8

## Information

**Deepspeed Skill 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 | 770 KB |
| Licence | MIT |
| Repository | [orchestra-research/ai-research-skills](https://github.com/orchestra-research/ai-research-skills/tree/28f2d29236f2bade2eb92cadb2585189589a5828/08-distributed-training/deepspeed) |
| GitHub stars | 11,987 (as of Nov 2026) |

## Security report

**Verified.** AIR scanned this exact version of Deepspeed Skill and flagged nothing. AIR's verdict: **safe**.

**What Deepspeed Skill's check was run against**

|  |  |
| --- | --- |
| Commit | 28f2d29236f2bade2eb92cadb2585189589a5828 |
| Content hash | 114880457d0649a1d3972b673ece0df6dc3cca192780f9a6d75dc3cb424c7023 |
| Files read | [Browse the files at this exact commit](https://github.com/orchestra-research/ai-research-skills/blob/28f2d29236f2bade2eb92cadb2585189589a5828/08-distributed-training/deepspeed/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 Deepspeed Skill](/security/deepspeed)

## About Deepspeed Skill

This offers expert guidance for distributed training with DeepSpeed.

It covers ZeRO optimization stages, pipeline parallelism, FP16, BF16 and FP8, 1-bit Adam, and sparse attention.

## What's inside

- SKILL.md - instructions
- references/08.md - reference
- references/09.md - reference
- references/2020.md - reference
- references/2023.md - reference
- references/assets.md - reference
- references/index.md - reference
- references/mii.md - reference
- references/other.md - reference
- references/tutorials.md - reference

## Questions

### Is Deepspeed Skill safe to install?

AIR scanned this exact version of Deepspeed Skill 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/deepspeed.

### How do I install Deepspeed Skill?

Open https://airmarket.ai/app/deepspeed 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/deepspeed. 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/deepspeed>