Expert guidance for production-quality ML notebooks.
Notebook ML Architect is a community-contributed Claude Code skill in the science-misc sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/notebook-ml-architect/ and loads when your prompt matches the skill's trigger.
When to invoke it: Use when: (1) Analyzing notebook structure and identifying anti-patterns, (2) Detecting data leakage and reproducibility issues, (3) Refactoring messy notebooks into modular pipelines, (4) Generating templates for ML workflows (EDA, classification, experiments), (5) Adding reproducibility instrumentation (seeding, logging, env capture), (6) Converting notebooks to Python scripts, (7) Generating experiment summary reports. Triggers on: ML notebook, Jupyter audit, notebook refactor, data leakage, experiment template, ipynb best practices, notebook to script, reproducibility.
The Notebook ML Architect 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 69,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).
mkdir -p ~/.claude/skills/notebook-ml-architect curl -L https://claudskills.com/skills/notebook-ml-architect/SKILL.md \ -o ~/.claude/skills/notebook-ml-architect/SKILL.md
Or just download SKILL.md directly and drop it into ~/.claude/skills/notebook-ml-architect/. Claude Code auto-discovers it on next session.
Skills live at ~/.claude/skills/notebook-ml-architect/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\notebook-ml-architect\SKILL.md on Windows. See the full install guide for step-by-step instructions.
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.
For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.
Browse all Science & Research skills in the ClaudSkills registry, or explore these other picks from the same category:
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SKILL.md files, not affiliated with, endorsed by, or sponsored by Anthropic.