refactor:scikit-learn
Refactor Scikit-learn and machine learning code to improve maintainability, reproducibility, and adherence to best practices. This skill transforms working ML code into production-ready pipelines that prevent data leakage and ensure reproducible results. It addresses preprocessing outside pipelines, missing random_state parameters, improper cross-validation, and custom transformers not following sklearn API conventions. Implements proper Pipeline and ColumnTransformer patterns, systematic hyperparameter tuning, and appropriate evaluation metrics.
Packaged view
This page reorganizes the original catalog entry around fit, installability, and workflow context first. The original raw source lives below.
Install command
npx @skill-hub/cli install snakeo-claude-debug-and-refactor-skills-plugin-refactor-scikit-learn
Repository
Skill path: plugins/debug-and-refactor/skills/refactor-scikit-learn
Refactor Scikit-learn and machine learning code to improve maintainability, reproducibility, and adherence to best practices. This skill transforms working ML code into production-ready pipelines that prevent data leakage and ensure reproducible results. It addresses preprocessing outside pipelines, missing random_state parameters, improper cross-validation, and custom transformers not following sklearn API conventions. Implements proper Pipeline and ColumnTransformer patterns, systematic hyperparameter tuning, and appropriate evaluation metrics.
Open repositoryBest for
Primary workflow: Analyze Data & AI.
Technical facets: Full Stack, Backend, Data / AI.
Target audience: Development teams looking for install-ready agent workflows..
License: Unknown.
Original source
Catalog source: SkillHub Club.
Repository owner: snakeo.
This is still a mirrored public skill entry. Review the repository before installing into production workflows.
What it helps with
- Install refactor:scikit-learn into Claude Code, Codex CLI, Gemini CLI, or OpenCode workflows
- Review https://github.com/snakeo/claude-debug-and-refactor-skills-plugin before adding refactor:scikit-learn to shared team environments
- Use refactor:scikit-learn for development workflows
Works across
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Sub-skills: 0.
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