Simple LLM Finetuner provides a web UI that enables users to paste datasets, adjust training parameters, and fine-tune various LLMs including LLaMA and GPT variants. It leverages the PEFT library to apply LoRA adapters, reducing compute requirements to allow training on consumer GPUs like a Colab Tesla T4. The interface includes tools for model evaluation and inference testing after training.