notebook-ml-architect
BjornMelin/dev-skillsExpert guidance for auditing, refactoring, and designing machine learning Jupyter notebooks with production-quality patterns. Use when: (1) Analyzing notebook…
Scores out of 100 · grade B+
2026-08-20Works
40% of the score100/100
- Loads cleanly: valid frontmatter, required fields present, no dangling references.
Maintained
25% of the score86/100
- no commits in the last 12 weeks
- no license file
Adopted
20% of the score11/100
- 5 stars on the source repo.
Documented
15% of the score100/100
- 890 words with worked examples.
- Ships 12 bundled files.
Install
npx skills add BjornMelin/dev-skills/notebook-ml-architectWhat the check found
| Finding | What it means |
|---|---|
| No license | The repository ships no license file, so the reuse terms are unclear. |
What it says it does
Expert guidance for auditing, refactoring, and designing machine learning Jupyter notebooks with production-quality patterns. 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.
Also in BjornMelin/dev-skills
| Artifact | Score | What the check found | Type | Reach | Last commit |
|---|---|---|---|---|---|
| gsap-frameworksBjornMelin/dev-skills | No license | Skill | 5 stars | 8 days ago | |
| gsap-coreBjornMelin/dev-skills | No license | Skill | 5 stars | 8 days ago | |
| gsap-performanceBjornMelin/dev-skills | No license | Skill | 5 stars | 8 days ago | |
| gsap-pluginsBjornMelin/dev-skills | No license | Skill | 5 stars | 8 days ago | |
| gsap-timelineBjornMelin/dev-skills | No license | Skill | 5 stars | 8 days ago | |
| gsap-utilsBjornMelin/dev-skills | No license | Skill | 5 stars | 8 days ago |
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