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bio-machine-learning-omics-classifiers

85 / 100 · Low risk

Fine to try.

By lilinji/GeneTind-Life-Skills (GitHub) · data · 17 stars · scanned at commit 908229c

Builds diagnostic and prognostic classifiers on omics feature matrices with regularized logistic regression, random forest, and gradient-boosted trees, handling the p>>n regime, batch shortcut learning, class imbalance, and probability calibration. Use when building a classifier from expression, methylation, or variant data, choosing an algorithm for high-dimensional small-n data, or diagnosing a suspiciously perfect AUC. For unbiased evaluation see machine-learning/model-validation; for featur…

Works with any agent that supports SKILL.md skills.

What this skill can do

Install

Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.

if [ -e ~/.agents/skills/'bio-machine-learning-omics-classifiers' ] || [ -L ~/.agents/skills/'bio-machine-learning-omics-classifiers' ]; then echo 'A skill folder named bio-machine-learning-omics-classifiers already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/lilinji/GeneTind-Life-Skills' "$d" && git -C "$d" checkout --quiet '908229c955510a1841b216e8bf58f6b22818d4dc' -- 'skills/bio-machine-learning-omics-classifiers' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/bio-machine-learning-omics-classifiers' ~/.agents/skills/'bio-machine-learning-omics-classifiers' && rm -rf "$d"; fi

Codex reads ~/.agents/skills directly. For Claude Code, Cursor, Copilot, Gemini CLI, Antigravity or OpenCode, also link it. For Claude Code: ln -s ~/.agents/skills/'bio-machine-learning-omics-classifiers' ~/.claude/skills/'bio-machine-learning-omics-classifiers' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.

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