Domain adaptation is the most common fine-tuning use case. You teach the model specialized vocabulary and reasoning patterns.
Examples:
- Medical: Learn clinical terminology, diagnostic reasoning
- Legal: Understand contract language, case citation formats
- Finance: Learn financial metrics, regulatory compliance
- Code: Specialize in your codebase's patterns and libraries
The model already understands language. You're teaching it your domain's dialect.