---
title: "Scikit-learn - Air Market"
description: "You are building a machine learning model in Python and keep stopping to check how something is meant to be done. This is reference material for scikit-learn: the algorithms, preparing your data, put…"
canonical: "https://airmarket.ai/app/scikit-learn"
---

[Air Market](/) / [Data & Analytics](/category/data) / Scikit-learn

Skill by [zLanqing](/@zlanqing)

# Scikit-learn

Reference at hand while you build models in Python

## What this does

You are building a machine learning model in Python and keep stopping to check how something is meant to be done. This is reference material for scikit-learn: the algorithms, preparing your data, putting steps together, and judging whether the result is any good. Reach for it while you work rather than after.

### Top 3 things it does for you

- Pick an algorithm for the problem in front of you
- Check how to evaluate a model properly
- Prepare data before it goes into a model

## Information

**Scikit-learn at a glance**

|  |  |
| --- | --- |
| Kind | Skill |
| Publisher | [zLanqing](/@zlanqing) |
| Category | [Data & Analytics](/category/data) |
| Works with | Agent Skills - an open standard supported by 40+ agents |
| Size | 115 KB |
| Licence | MIT |
| Repository | [zLanqing/codex-claude-academic-skills](https://github.com/zLanqing/codex-claude-academic-skills/tree/7ed6377f0efb6a38951b48ef03b19d996e454b1f/scientific-toolkit-skill/references/scientific-skills/scikit-learn) |
| GitHub stars | 3,153 (as of Nov 2026) |

## Security report

**Verified.** AIR scanned this exact version of Scikit-learn and flagged nothing. AIR's verdict: **safe**.

**What Scikit-learn's check was run against**

|  |  |
| --- | --- |
| Commit | 7ed6377f0efb6a38951b48ef03b19d996e454b1f |
| Content hash | df7b79ef5c94205fb7ebf3bd87370db06d9f74ad26fe14d6b3af61cdcb15e872 |
| Files read | [Browse the files at this exact commit](https://github.com/zLanqing/codex-claude-academic-skills/blob/7ed6377f0efb6a38951b48ef03b19d996e454b1f/scientific-toolkit-skill/references/scientific-skills/scikit-learn/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 Scikit-learn](/security/scikit-learn)

## About Scikit-learn

This is scikit-learn reference documentation for machine learning in Python, covering algorithms, preprocessing techniques, pipelines and best practices.

Reach for it across the usual span of the work: supervised learning such as classification and regression, unsupervised learning such as clustering and dimensionality reduction, model evaluation, hyperparameter tuning, preprocessing, and building pipelines that hold those pieces together.

## What's inside

- SKILL.md - instructions
- references/model_evaluation.md - reference
- references/pipelines_and_composition.md - reference
- references/preprocessing.md - reference
- references/quick_reference.md - reference
- references/supervised_learning.md - reference
- references/unsupervised_learning.md - reference
- scripts/classification_pipeline.py - script
- scripts/clustering_analysis.py - script

## Questions

### Is Scikit-learn safe to install?

AIR scanned this exact version of Scikit-learn and flagged nothing. AIR's verdict: safe. The verdict is named by the content that was read, at commit 7ed6377f0efb, so it cannot drift onto a version nobody scanned. The full report is at https://airmarket.ai/security/scikit-learn.

### How do I install Scikit-learn?

Open https://airmarket.ai/app/scikit-learn 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/zLanqing/codex-claude-academic-skills/tree/7ed6377f0efb6a38951b48ef03b19d996e454b1f/scientific-toolkit-skill/references/scientific-skills/scikit-learn. Install from that link, not the branch.

## Related on Air Market

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

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Canonical URL: <https://airmarket.ai/app/scikit-learn>