QLoRA
Fine-Tuning on Mac: LoRA & QLoRA with MLX
Fine-tune Llama, Qwen, and Mistral on Apple Silicon using mlx-lm. Real memory numbers, step-by-step commands, and how to deploy your model with Ollama.
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.
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. Dataset prep through training on RTX 3060-4090.