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bio-machine-learning-model-validation

85 / 100 · Low risk

Fine to try.

By BioTender-max/awesome-bio-agent-skills (GitHub) · design · 219 stars · scanned at commit 8cbdd18

Implements nested cross-validation and stratified splits for unbiased model evaluation on biomedical datasets. Prevents data leakage and overfitting in biomarker discovery. Use when validating classifiers or optimizing hyperparameters on omics data.

Works with any agent that supports SKILL.md skills.

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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-model-validation' ] || [ -L ~/.agents/skills/'bio-machine-learning-model-validation' ]; then echo 'A skill folder named bio-machine-learning-model-validation already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/BioTender-max/awesome-bio-agent-skills' "$d" && git -C "$d" checkout --quiet '8cbdd18837aa6296c4e77616a03b323bd69b57b1' -- 'skills/bioskills/model-validation' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/bioskills/model-validation' ~/.agents/skills/'bio-machine-learning-model-validation' && 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-model-validation' ~/.claude/skills/'bio-machine-learning-model-validation' (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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