Update README.md

README.md

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 ![Intro image](https://i.ibb.co/whm5Dp5F/mosaic-10-1.png "Alchemist's tune generations")
 
+# Stable Diffusion 2.1 Alchemist 👨‍🔬
 
-[Stable Diffusion 3.5 Medium Alchemist](https://huggingface.co/yandex/stable-diffusion-2-1-alchemist) is finetuned version of [Stable Diffusion 2.1](https://huggingface.co/stabilityai/stable-diffusion-2-1) on [Alchemist](https://huggingface.co/datasets/yandex/alchemist) dataset, proposed in the research paper "Alchemist: Turning Public Text-to-Image Data into Generative Gold". Model generates images with improved aesthetics and complexity. Find more details about dataset and training details in the paer
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+[Stable Diffusion 2.1 Alchemist](https://huggingface.co/yandex/stable-diffusion-2-1-alchemist) is finetuned version of [Stable Diffusion 2.1](https://huggingface.co/stabilityai/stable-diffusion-2-1) on [Alchemist](https://huggingface.co/datasets/yandex/alchemist) dataset, proposed in the research paper "Alchemist: Turning Public Text-to-Image Data into Generative Gold". Model generates images with improved aesthetics and complexity. Find more details about dataset and training details in the paer
 
 ## Using with Diffusers
 Upgrade to the latest version of the [🧨 diffusers library](https://github.com/huggingface/diffusers)