It’s frequently assumed that building LLMs requires substantial hardware , but that’s not always correct . This guide presents a workable method for fine-tuning LLMs using just 3GB of VRAM. We’ll explore techniques like PEFT , quantization , and smart batching strategies to enable this feat . See detailed instructions and helpful advice for c