Fine-Tuning Techniques: LoRA, QLoRA, and Full Fine-Tuning Compared

Not all fine-tuning is created equal. Full fine-tuning updates every model weight and needs expensive hardware. LoRA injects small adapter matrices for 10x lower cost. QLoRA lets you fine-tune a 70B model on a single consumer GPU. The right choice depends on budget, dataset size, and target behavior.