# Pablodiegoo Data Pro Skill Machine Learning Lite

> Machine Learning Lite

- Skill: `tomevault-io/pablodiegoo-data-pro-skill-machine-learning-lite` (Agent Skill, multi-file: 2 files)
- Install (CLI): `npx skillmds@latest add tomevault-io/pablodiegoo-data-pro-skill-machine-learning-lite`
- Raw SKILL.md: https://api.skillmd.com/api/skills/tomevault-io/pablodiegoo-data-pro-skill-machine-learning-lite/raw
- Safety review: pending (external: skill-scanner PASS, skillspector PASS)
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Coding & Dev Tools
- Author: tomevault-io (https://skillmd.com/u/tomevault-io)
- Updated: 2026-09-17
- Page: https://skillmd.com/skills/tomevault-io/pablodiegoo-data-pro-skill-machine-learning-lite

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# Machine Learning Lite

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`.

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> Source: [pablodiegoo/Data-Pro-Skill](https://github.com/pablodiegoo/Data-Pro-Skill) — distributed by [TomeVault](https://tomevault.io).
<!-- tomevault:4.0:skill_md:2026-05-22 -->

