Update sd3-5.md (huggingface#2652)

sd3-5.md

@@ -48,7 +48,7 @@ Make sure you install the latest version of diffusers:
 pip install -U diffusers
 ```
 
-As the model is gated, before using it with diffusers, you first need to go to the [Stable Diffusion 3.5 Large Hugging Face page](link), fill in the form and accept the gate. 
+As the model is gated, before using it with diffusers, you first need to go to the [Stable Diffusion 3.5 Large Hugging Face page](https://huggingface.co/stabilityai/stable-diffusion-3.5-large), fill in the form and accept the gate. 
 Once you are in, you need to log in so that your system knows you’ve accepted the gate. Use the command below to log in:
 
 ```bash
@@ -105,7 +105,7 @@ In particular, both of those resources dive deep into optimizing the memory requ
 Since SD3.5 Large is significantly larger than SD3 Medium, memory optimization becomes crucial to allow inference on consumer interfaces. 
 
 ## Running inference with quantization
-Diffusers natively support working with [`bitsandbytes`](https://github.com/bitsandbytes-foundation/bitsandbytes) quantization, which otimizes memory even more. 
+Diffusers natively supports working with [`bitsandbytes`](https://github.com/bitsandbytes-foundation/bitsandbytes) quantization, which optimizes memory even more. 
 
 First, make sure to install all the libraries necessary:
 ```bash
@@ -217,4 +217,4 @@ image.save("sd35.png")
 - Stable Diffusion 3 [paper](https://arxiv.org/abs/2403.03206)
 - Stable Diffusion 3 [blog post](https://huggingface.co/blog/sd3)
 
-_Acknowledgements: [Daniel Frank](https://www.pexels.com/@fr3nks/) for the background photo used in the thumbnail of this blog post. Thanks to [Pedro Cuenca](https://huggingface.co/pcuenq) and [Tom Aarsen](https://huggingface.co/tomaarsen) for their reviews on the post draft._ 
+_Acknowledgements: [Daniel Frank](https://www.pexels.com/@fr3nks/) for the background photo used in the thumbnail of this blog post. Thanks to [Pedro Cuenca](https://huggingface.co/pcuenq) and [Tom Aarsen](https://huggingface.co/tomaarsen) for their reviews on the post draft._