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In this tutorial, we will learn how to create and fine-tune a stable diffusion model with DreamBooth, focusing on version 2.0. The creator mentions their own failed experiment in fine-tuning, but states that the method and steps are robust and can help fine-tune your own style using stable diffusion 2.0 with DreamBooth. The video will show what was done and how it will look like, despite the creator's own unsuccessful attempt.