---
title: "DeePMD-kit Training - Air Market"
description: "You want to train a DeePMD-kit potential and the options are more than you need to know up front. This starts you at the choice that matters - which model family - and only brings in the details for…"
canonical: "https://airmarket.ai/app/deepmd-train"
---

[Air Market](/) / [Data & Analytics](/category/data) / DeePMD-kit Training

Skill by [DeepModeling](/@deepmodeling)

# DeePMD-kit Training

Train a potential without reading the whole manual first

## What this does

You want to train a DeePMD-kit potential and the options are more than you need to know up front. This starts you at the choice that matters - which model family - and only brings in the details for the one you picked. Reach for it when you are training from scratch and want to get going without absorbing everything at once.

### Top 3 things it does for you

- Pick a model family for what you are training
- Put together an input configuration
- Watch the learning curves as training runs

## Information

**DeePMD-kit Training at a glance**

|  |  |
| --- | --- |
| Kind | Skill |
| Publisher | [DeepModeling](/@deepmodeling) |
| Category | [Data & Analytics](/category/data) |
| Works with | Agent Skills - an open standard supported by 40+ agents |
| Version | 1.1 |
| Size | 16 KB |
| Licence | LGPL-3.0 |
| Repository | [deepmodeling/deepmd-kit](https://github.com/deepmodeling/deepmd-kit/tree/ca0ce6333c9e07a4269242a1921e09bfa5d98edf/skills/deepmd-train) |
| GitHub stars | 2,017 (as of Nov 2026) |
| Installs | 8, counted by skills.sh (Nov 2026) |

## Security report

**Verified.** AIR scanned this exact version of DeePMD-kit Training and flagged nothing. AIR's verdict: **safe**.

**What DeePMD-kit Training's check was run against**

|  |  |
| --- | --- |
| Commit | ca0ce6333c9e07a4269242a1921e09bfa5d98edf |
| Content hash | c2bb8cc465ac7b8e49f4b55783d20a47d0e004c68f287e882817a5a9abc6f0f8 |
| Files read | [Browse the files at this exact commit](https://github.com/deepmodeling/deepmd-kit/blob/ca0ce6333c9e07a4269242a1921e09bfa5d98edf/skills/deepmd-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 DeePMD-kit Training](/security/deepmd-train)

## About DeePMD-kit Training

This covers training DeePMD-kit potentials, laid out so the detail arrives when you need it. It starts with model selection - between families such as se_e2_a / DeepPot-SE and DPA3 - and reads the reference for the selected model only when model-specific configuration comes up.

Around that it covers preparing the input configuration, running the training, monitoring learning curves, freezing checkpoints, and testing the model once trained.

## What's inside

- SKILL.md - instructions
- models/dpa3.md - reference
- models/se-e2-a.md - reference

## Questions

### Is DeePMD-kit Training safe to install?

AIR scanned this exact version of DeePMD-kit Training and flagged nothing. AIR's verdict: safe. The verdict is named by the content that was read, at commit ca0ce6333c9e, so it cannot drift onto a version nobody scanned. The full report is at https://airmarket.ai/security/deepmd-train.

### How do I install DeePMD-kit Training?

Open https://airmarket.ai/app/deepmd-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/deepmodeling/deepmd-kit/tree/ca0ce6333c9e07a4269242a1921e09bfa5d98edf/skills/deepmd-train. Install from that link, not the branch.

## Related on Air Market

- [More Data & Analytics listings](/category/data)
- [Everything by DeepModeling](/@deepmodeling)

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