Unsloth
Fine-Tuning LLMs on Consumer Hardware: LoRA and QLoRA Guide
Fine-tune a 7B model on 6-10GB VRAM with QLoRA and Unsloth (2-5x faster, 70% less memory). Only 200-500 examples needed — and in 2026 you can fine-tune a 30B MoE on a single 24GB card. Dataset prep through training on RTX 3060-5090.
Unsloth Studio Setup Guide: Fine-Tune Qwen 3.5 on Your GPU (Step by Step)
How to install Unsloth Studio, run GGUF models locally, and fine-tune Qwen 3.5 — all in one open-source web UI. Works on Mac, Windows, and Linux.
LoRA Training on Consumer Hardware: Fine-Tune Models With 12GB VRAM
QLoRA fine-tunes a 7B model on an RTX 3060 12GB in 2-4 hours. Full Unsloth and Axolotl recipes, VRAM tables, and the GGUF export pipeline.