Balancing Dataset Size and Diversity — Roadmap Step & Resources
Avoiding overfitting to a narrow or repetitive dataset
- 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: Balancing Dataset Size and Diversity.
- PyTorch Documentation (Article) — Official documentation relevant to regularization and overfitting. Relevant to: Balancing Dataset Size and Diversity.
Part of
- Overfitting and Catastrophic Forgetting — section
- Fine-Tuning & Model Customization roadmap — the full learning path