Fix typos

README.md

@@ -1,17 +1,17 @@
 ---
 tags:
-- document-understading
+- document-understanding
 - endpoints-template
 library_name: generic
 ---
 
 # Deploy a Space as inference Endpoint
 
-_This is a fork of the [naver-clova-ix/donut-base-finetuned-cord-v2](https://huggingface.co/spaces/naver-clova-ix/donut-base-finetuned-cord-v2) Space_
+_This is a fork of the [naver-clova-ix/donut-base-finetuned-cord-v2](https://huggingface.co/spaces/naver-clova-ix/donut-base-finetuned-cord-v2) Space.
 
-This repository implements a custom container for 🤗 Inference Endpoints using a gradio space.
+This repository implements a custom container for 🤗 Inference Endpoints using a Gradio space.
 
-To use deploy this model as an Inference Endpoint, you have to select Custom as task and a custom image.
+To deploy this model as an Inference Endpoint, you have to select Custom as task and a custom image.
 
 * CPU image: `philschmi/gradio-api:cpu`
 * GPU image: `philschmi/gradio-api:gpu`
@@ -20,12 +20,11 @@ To use deploy this model as an Inference Endpoint, you have to select Custom as
 
 Also make sure to add `server_name="0.0.0.0"` in your `launch()` call to make sure the request is correct proxied.
 
-
- If you want to use the UI with the inference Endpoint, you have to select as endpoint type `public` and add [auth through gradio](https://gradio.app/docs/#launch-header)
+If you want to use the UI with the Inference Endpoint, you have to select as endpoint type `public` and add [auth through gradio](https://gradio.app/docs/#launch-header)
  
 ### Example API Request Payload
 
-get a image you want to use, e.g.
+Get an image you want to use, e.g.
 
 ```bash
 !wget https://datasets-server.huggingface.co/assets/naver-clova-ix/cord-v2/--/naver-clova-ix--cord-v2/train/0/image/image.jpg
@@ -58,6 +57,4 @@ def predict(path_to_image: str = None):
 
 prediction = predict(path_to_image="image.jpg")
 
-```
-
-
+```