Individual skill

lightgbm-analysis

Use when training a LightGBM model on tabular data in R and returning model metrics, feature importance ranking tables, and feature importance plots.

awesome-med-research-skills/Data Analysis/LightGBM-analysis/SKILL.md

Read pinned source

Source commit 686e09dfdb45d9fa1a08664f06bb93769b3c9d91

What was checked

Matches the observed repository HEAD
Yes
Scanner rules are current
No
Repository scan complete
No
Skill scan complete
No
Observed behavior
Not checked yet
Last checked
Nov 9, 2026

These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.

Install this skill

Choose an agent in your Stack or copy a command below. Commands fetch the pinned commit and copy only this skill directory. Existing destinations are refused. Copying a command does not install anything.

An install command is unavailable: current rules, complete repository and skill scans, an eligible behavior level and a permitted license are required.

Repository context

Repository stars (not skill ratings)
2,042
Repository last updated
Sep 17, 2026
License
MIT

Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.

Files and excerpt

File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.

Browse files
Read excerpt
> **Source**: [https://github.com/aipoch/medical-research-skills](https://github.com/aipoch/medical-research-skills)

# LightGBM Analysis

Use this skill to build a LightGBM model on tabular data and export feature importance ranking results as both a table and a figure.

## Use This Skill When

- You need a command-line LightGBM workflow written in R.
- You need classification or regression on structured tabular data.
- You need ranked feature importance outputs for reporting or interpretation.
- You need standardized outputs under `table/`, `figure/`, and `data/`.

## Primary Command
Back to top