This skill restricts the agent to using simple, highly interpretable Machine Learning methods focused on inference rather than production deployment. Deep learning or black-box predictions are strictly out of scope.
Core Capabilities
1. Interpretability & Testing
permutation_feature_importance.py: Calculates the true model importance of variables by randomly shuffling them.
permutation_test_utilities.py: Rigorous statistical testing without assuming underlying data distributions.
Guidelines
Always prefer Random Forest or Logistic Regression for feature extractability.
If classes are highly skewed, refer to references/imbalanced_data_strategies.md.
1---2name: pablodiegoo-data-pro-skill-machine-learning-lite3description: Machine Learning Lite4---56# Machine Learning Lite78This skill restricts the agent to using simple, highly interpretable Machine Learning methods focused on inference rather than production deployment. Deep learning or black-box predictions are strictly out of scope.910## Core Capabilities1112### 1. Interpretability & Testing13- **`permutation_feature_importance.py`**: Calculates the true model importance of variables by randomly shuffling them.14- **`permutation_test_utilities.py`**: Rigorous statistical testing without assuming underlying data distributions.1516## Guidelines17- Always prefer Random Forest or Logistic Regression for feature extractability.18- If classes are highly skewed, refer to `references/imbalanced_data_strategies.md`.1920---21> Source: [pablodiegoo/Data-Pro-Skill](https://github.com/pablodiegoo/Data-Pro-Skill) — distributed by [TomeVault](https://tomevault.io).22<!-- tomevault:4.0:skill_md:2026-05-22 -->
Run npx skillmds@latest add tomevault-io/pablodiegoo-data-pro-skill-machine-learning-lite in your terminal (requires Node.js), paste this page's agent-chat prompt into Claude, Cursor, or any MCP-connected agent, or download the SKILL.md file and copy it into your agent's skills directory.
Machine Learning Lite It is listed under Coding & Dev Tools on SkillMD.
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This skill is tagged as working with Claude Code, Claude.ai, OpenAI Codex. SKILL.md is an open format, so most agents that read a skills directory can load it too.
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tomevault-io (@tomevault-io) published this skill. Their other Agent Skills are listed on their SkillMD profile.
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