Choose your method based on resources:
- Full fine-tuning: Unlimited compute, maximum performance needed
- LoRA: Have -GB VRAM, want efficiency without quantization
- QLoRA: Consumer GPU (-GB), memory constrained
QLoRA is the practical default for most practitioners. Start there unless you have specific reasons for other methods.