# Training Datasets

> Prepare and validate training datasets for ML models

- Skill: `lgrappag/training-datasets` (Agent Skill)
- Install (CLI): `npx skillmds@latest add lgrappag/training-datasets`
- Raw SKILL.md: https://api.skillmd.com/api/skills/lgrappag/training-datasets/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Coding & Dev Tools
- Author: LgrappaG (https://skillmd.com/u/lgrappag)
- Updated: 2026-09-17
- Page: https://skillmd.com/skills/lgrappag/training-datasets

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# Training Datasets

Prepare and validate training datasets for ML models

## Risk Level
**MEDIUM**

## Core Rules
- Clean data
- balance classes
- validate quality

## Response Pattern

### When Using This Skill
1. Prepare datasets
2. validate quality
3. test balance
4. Ensure performance meets requirements

## Usage Contexts
- Model training
- data preparation

## What NOT to Do
- Poor data quality
- imbalanced datasets
- biased samples

## Key Requirements
- Understand the use cases before application
- Follow the documented response pattern
- Validate results in the target environment
- Monitor for performance impact

## Further Learning
Review related skills and documentation for deeper understanding of related systems and best practices.