When Full Fine-Tuning Is Worth the Cost — Roadmap Step & Resources
Situations where PEFT genuinely isn't sufficient
- Level: beginner
- Estimated time: 1 days
- Roadmap: Fine-Tuning & Model Customization
Before this step
Study resources
- OpenAI API Documentation (Article) — OpenAI's official documentation, including guides on fine-tuning hosted models. Background reading/viewing for: When Full Fine-Tuning Is Worth the Cost.
- PyTorch Documentation (Article) — Official documentation on distributed training relevant to full fine-tuning. Relevant to: When Full Fine-Tuning Is Worth the Cost.
Part of
- Full Fine-Tuning Approaches — section
- Fine-Tuning & Model Customization roadmap — the full learning path