Some tweaks

README.md

@@ -21,23 +21,23 @@ We host public weights for Latent Diffusion and Stable Diffusion models. There a
 </p>
 
 <p>
-Stable Diffusion is a latent text-to-image diffusion model capable of generating photo-realistic images given any text input. For more information about how Stable Diffusion works, please have a look at [🤗's Stable Diffusion with D🧨ffusers blog](hf.co/blog/stable_diffusion).
+Stable Diffusion is a latent text-to-image diffusion model capable of generating photo-realistic images given any text input. For more information about how Stable Diffusion works, please have a look at <a href="https://hf.co/blog/stable_diffusion">🤗's Stable Diffusion with 🧨 Diffusers blog.
 </p>
 
 <p>
 We recommend you use Stable Diffusion with <a href="https://github.com/huggingface/diffusers">🤗 Diffusers library</a>. You can also use the original <a href="https://github.com/compvis/stable-diffusion">CompVis code</a>. There are variants of the weights depending on:
 <ul>
 <li>The library they are intended for.</li>
-<li>The training regime. There are 4 training versions: `v1-1` through `v1-4`. Each one was created from the checkpoint of the previous version, and was trained for additional steps in specific variants of the dataset.
+<li>The training regime. There are 4 training versions: <tt>v1-1</tt> through <tt>v1-4</tt>. Each one was created from the checkpoint of the previous version, and was trained for additional steps in specific variants of the dataset.
 </p>
 
 <p>
 Please, refer to the details in the following table to choose the weights appropriate for your use.
 </p>
 
-| Model                          | Library    | Details                                                                                                    |
-|--------------------------------|------------|------------------------------------------------------------------------------------------------------------|
-| stable-diffusion-v1-1          | 🤗Diffusers | 237k steps at resolution 256x256 on laion2B-en. 194k steps at resolution 512x512 on laion-high-resolution. |
+| Model                          | Library     | Details                                                                                                    |
+|--------------------------------|-------------|------------------------------------------------------------------------------------------------------------|
+| [stable-diffusion-v1-1](https://huggingface.co/CompVis/stable-diffusion-v1-1) | 🤗 Diffusers | 237k steps at resolution 256x256 on laion2B-en. 194k steps at resolution 512x512 on laion-high-resolution. |
 | stable-diffusion-v1-2          | Diffusers  | v1-1 plus: 515k steps at 512x512 on "laion-improved-aesthetics".                                           |
 | stable-diffusion-v1-3          | Diffusers  | v1-2 plus: 195k steps at 512x512 on "laion-improved-aesthetics",with 10% dropping of text-conditioning.    |
 | stable-diffusion-v1-4          | Diffusers  |                                                                                                            |