fine-tuning-data-generator
Fine-Tuning Data Generator
This skill generates high-quality synthetic training data in ChatML format for fine-tuning language models using frameworks like Unsloth, Axolotl, or similar tools.
What Do I Need?
| Need | Resource |
|---|---|
| Planning my dataset - requirements, strategy, quality checklist | resources/dataset-strategy.md |
| How to create diverse examples - variation techniques, multi-turn patterns, format-specific guidance | resources/generation-techniques.md |
| ChatML format details - structure, specification, common issues, framework compatibility | resources/chatml-format.md |
| Example datasets - inspiration across domains, multi-turn samples, edge cases | resources/examples.md |
| Validating quality - validation workflow, analyzing datasets, troubleshooting | resources/quality-validation.md |
| Training & deployment - framework setup, hyperparameters, optimization, deployment | resources/framework-integration.md |
Workflow
Phase 1: Gather Requirements
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