Lora

Fine-Tune Open-Source LLMs: LoRA vs QLoRA with Gemma 4

A practical 2026 guide to fine-tuning open-source LLMs with LoRA and QLoRA using Unsloth + Gemma 4 — including GPU requirements, hyperparameter defaults, evaluation setup, and when to just prompt instead.