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Automl Skill

Category: Science & Research  ·  Sub-category: math-stats  ·  Last updated:
AutoML 自动化机器学习技能 | Automated Machine Learning Skill. 基于 PyCaret 进行低代码机器学习建模,支持分类、回归、聚类、异常检测、时间序列预测、自然语言处理和关联规则挖掘等任务。 未来将集成更多 AutoML 库(如 AutoGluon、FLAML 等)。 当用户需要快速构建机器学习模型、自动化模型选择、超参数调优、模型集成、特征工程或进行 AutoML 实验时使用此技能。 适用于数据科学家、公民数据科学家、机器学习工程师和希望快速原型开发的人员。 触发关键词:AutoML、机器学习自动化、PyCaret、分类模型、回归模型、聚类、异常检测、时间序列、文本分类、模型调优、模型比较、特征选择、统计检验、显著性检验、A/B测试。 Trigger keywords in English: AutoML, automated machine learning, PyCaret, classification, regression, clustering, anomaly detection, time series forecasting, NLP, text mining, model tuning, model comparison, feature engineering, statistical test, significance testing, A/B testing.
Security AStatic scan found no risk patternsHow grading works ›

From the source SKILL.md

本技能帮助用户使用 PyCaret 快速构建端到端的机器学习工作流。PyCaret 是一个开源的低代码机器学习库,可以将数百行代码简化为几行。

What this skill does

Automl Skill is a community-contributed Claude Code skill in the math-stats sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/automl-skill/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Automl Skill Claude Code skill is built for researchers, data scientists, academics, and analysts working with complex data and scientific literature. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 213,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/automl-skill
curl -L https://claudskills.com/skills/automl-skill/SKILL.md \
  -o ~/.claude/skills/automl-skill/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/automl-skill/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/automl-skill/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\automl-skill\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Telegram

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

Frequently asked questions

How do I install the Automl Skill Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/automl-skill/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Automl Skill skill do?
AutoML 自动化机器学习技能 | Automated Machine Learning Skill. 基于 PyCaret 进行低代码机器学习建模,支持分类、回归、聚类、异常检测、时间序列预测、自然语言处理和关联规则挖掘等任务。 未来将集成更多 AutoML 库(如 AutoGluon、FLAML 等)。 当用户需要快速构建机器学习模型、自动化模型选择、超参数调优、模型集成、特征工程或进行 AutoML 实验时使用此技能。 适用于数据科学家、公民数据科学家、机器学习工程师和希望快速原型开发的人员。 触发关键词:AutoML、机器学习自动化、PyCaret、分类模型、回归模型、聚类、异常检测、时间序列、文本分类、模型调优、模型比较、特征选择、统计检验、显著性检验、A/B测试。 Trigger keywords in English: AutoML, automated machine learning, PyCaret, classification, regression, clustering, anomaly detection, time series forecasting, NLP, text mining, model tuning, model comparison, feature engineering, statistical test, significance testing, A/B testing.
Is this skill free to install?
Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.
When should I use the Automl Skill skill?
Use Automl Skill when your Claude Code task falls under the Science & Research category — specifically in the math stats area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Automl Skill" or describe the task and let Claude pick). Browse related skills at /category/science/.
What is a Claude Code skill and how does the Automl Skill skill fit in?
A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Automl Skill is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Science & Research category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA
LeoYeAI. (2026). Automl Skill [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/automl-skill/
BibTeX
@misc{automl-skill-2026,
  author    = {LeoYeAI},
  title     = {Automl Skill [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/automl-skill/}
}

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Security scan

Grade A · scanned 2026-11-01 — free static scan against the OWASP Agentic Skills Top 10.

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