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In this tutorial, we will learn how to create and fine-tune a stable diffusion model, specifically focusing on stable diffusion version 2.0. The creator mentions that their fine-tuning experiment failed, but the method and steps are robust and can help you fine-tune your own style or images using stable diffusion 2.0 with Dream Booth. The video will demonstrate what has been done and how the output looks, despite the creator's own unsuccessful attempt.