Update README.md

README.md

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-## Stable Diffusion Dreambooth Concepts Library
-
-Browse through objects and styles taught by the community to Stable Diffusion here!
-
-Train your own model [using this Colab notebook](https://colab.research.google.com/github/huggingface/notebooks/blob/main/diffusers/sd_dreambooth_training.ipynb)
-
-And run the pre-trained models from the library with our Spaces (coming soon) or this [Colab Notebook](https://colab.research.google.com/github/huggingface/notebooks/blob/main/diffusers/sd_dreambooth_inference.ipynb)
+<div class="prose prose-sm dark:prose-light">
+<h2>Stable Diffusion Dreambooth Concepts Library</h2>
+<h3>Browse through concepts taught by the community to Stable Diffusion here</h3>
+<ul>
+<li>
+<a href="https://colab.research.google.com/github/huggingface/notebooks/blob/main/diffusers/sd_textual_inversion_training.ipynb" target="_blank">Training Colab</a> - personalize Stable Diffusion by teaching new concepts to it with only 3-5 examples via Dreambooth 👩‍🏫 (in the Colab you can upload them directly here to the public library)
+</li>
+<li>
+<a href="#">Navigate the Library and run the models (coming soon)</a> - visually browse the different models and pick yours for inference 🎨
+<!-- <img alt="Library Navigator UI" src="https://i.imgur.com/Wb1cVzK.png" /> -->
+</li>
+<li>
+<a href="https://colab.research.google.com/github/huggingface/notebooks/blob/main/diffusers/sd_dreambooth_inference.ipynb" target="_blank">Inference Colab</a> - run Stable Diffusion with the learned concepts, one at a time 🖼️ (including those that are private or not on the library ) 
+</li>
+<p>This library is moderated and content with pornography, violence or gore will be removed.</p>
+</div>