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ClaudSkills / Engineering / ml-ai-eng

Engineering Features For Machine Learning

Category: Engineering  ·  Sub-category: ml-ai-eng  ·  Last updated:
Execute create, select, and transform features to improve machine learning model performance. Handles feature scaling, encoding, and importance analysis. Use when asked to "engineer features" or "select features". Trigger with relevant phrases based on skill purpose.
Security AStatic scan found no risk patternsHow grading works ›

About this skill (catalog notes)

Engineering Features For Machine Learning includes a dedicated installation section; worked examples. The SKILL.md is on the shorter side at about 522 words.

License
MIT
Original author
Jeremy Longshore <[email protected]>
Indexed lastmod
Catalog position
Engineering · ml-ai-eng
Indexed related skills
10

How Engineering Features For Machine Learning fits the catalog

Engineering Features For Machine Learning sits in the Engineering category under the ml-ai-eng sub-topic in the ClaudSkills catalog. There are 10 related skills indexed alongside it; comparing a few before installing usually reveals which fits your workflow best.

These notes are auto-generated from features detected in the SKILL.md file and from this catalog's structure — they aren't part of the source repository.

From the source SKILL.md

Create, select, and transform features to improve ML model performance, handling scaling, encoding, interaction terms, and importance analysis.

What this skill does

Engineering Features For Machine Learning is a community-contributed Claude Code skill in the ml-ai-eng sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/engineering-features-for-machine-learning/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when asked to "engineer features" or "select features". Trigger with relevant phrases based on skill purpose.

Who uses this skill

The Engineering Features For Machine Learning Claude Code skill is built for software engineers, backend developers, full-stack teams, and technical leads building and maintaining production systems. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 115,000+ 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/engineering-features-for-machine-learning
curl -L https://claudskills.com/skills/engineering-features-for-machine-learning/SKILL.md \
  -o ~/.claude/skills/engineering-features-for-machine-learning/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/engineering-features-for-machine-learning/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/engineering-features-for-machine-learning/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\engineering-features-for-machine-learning\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 Engineering Features For Machine Learning Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/engineering-features-for-machine-learning/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Engineering Features For Machine Learning skill do?
Execute create, select, and transform features to improve machine learning model performance. Handles feature scaling, encoding, and importance analysis. Use when asked to "engineer features" or "select features". Trigger with relevant phrases based on skill purpose.
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 Engineering Features For Machine Learning skill?
Use Engineering Features For Machine Learning when your Claude Code task falls under the Engineering category — specifically in the ml ai eng 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 Engineering Features For Machine Learning" or describe the task and let Claude pick). Browse related skills at /category/engineering/.
What is a Claude Code skill and how does the Engineering Features For Machine Learning 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. Engineering Features For Machine Learning is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Engineering 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
Jeremy Longshore <[email protected]>. (2026). Engineering Features For Machine Learning [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/engineering-features-for-machine-learning/
BibTeX
@misc{engineering-features-for-machine-learning-2026,
  author    = {Jeremy Longshore <[email protected]>},
  title     = {Engineering Features For Machine Learning [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/engineering-features-for-machine-learning/}
}

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Security scan

Grade A · scanned 2026-06-13 — free static scan against the OWASP Agentic Skills Top 10.

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More Engineering skills

Browse all Engineering skills in the ClaudSkills registry, or explore these other picks from the same category:

Browse all Engineering skills → Top 100 skills
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