PEFT

January 3, 2026

Parameter-Efficient Fine-Tuning: LoRA, QLoRA, and Practical Trade-Offs

A hands-on guide to PEFT methods like LoRA and QLoRA, with deployment trade-offs for quality, cost, and speed.