[DOCS] Deploy on spaces review (#5704)

# Description
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dependencies that are required for this change. -->

Fix some typos and the API reference visualization.

Closes #<issue_number>

**Type of change**
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- Bug fix (non-breaking change which fixes an issue)
- New feature (non-breaking change which adds functionality)
- Breaking change (fix or feature that would cause existing
functionality to not work as expected)
- Refactor (change restructuring the codebase without changing
functionality)
- Improvement (change adding some improvement to an existing
functionality)
- Documentation update

**How Has This Been Tested**
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**Checklist**
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- I added relevant documentation
- I followed the style guidelines of this project
- I did a self-review of my code
- I made corresponding changes to the documentation
- I confirm My changes generate no new warnings
- I have added tests that prove my fix is effective or that my feature
works
- I have added relevant notes to the CHANGELOG.md file (See
https://keepachangelog.com/)

argilla/docs/getting_started/quickstart.md

@@ -53,7 +53,7 @@ Argilla is a free, open-source, self-hosted tool. This means you need to deploy
         Your Argilla API key can be found in the `My Settings` page of your Argilla Space. Take a look at the [sign in to the UI section](#sign-in-to-the-argilla-ui) to learn how to retrieve it.
 
     !!! warning "Persistent storage `SMALL`"
-        Not setting persistent storage to `SMALL` means that **you will loose your data when the Space restarts**. Spaces get restarted due to maintainance, inactivity, and every time you change your Spaces settings. If you want to **use the Space just for testing** you can use `FREE` temporarily.
+        Not setting persistent storage to `SMALL` means that **you will loose your data when the Space restarts**. Spaces get restarted due to maintenance, inactivity, and every time you change your Spaces settings. If you want to **use the Space just for testing** you can use `FREE` temporarily.
 
     If you want to deploy Argilla within a Hugging Face organization, setup a more stable Space, or understand the settings, [check out the HF Spaces settings guide](how-to-configure-argilla-on-huggingface.md).
 

argilla/src/argilla/_helpers/_deploy.py

@@ -44,26 +44,25 @@ def deploy_on_spaces(
         private: Optional[Union[bool, None]] = False,
     ) -> "Argilla":
         """
-                Deploys Argilla on Hugging Face Spaces.
-
-                Args:
-                    api_key (str): The Argilla API key to be defined for the owner user and creator of the Space.
-                    repo_name (Optional[str]): The ID of the repository where Argilla will be deployed. Defaults to "argilla".
-                    org_name (Optional[str]): The name of the organization where Argilla will be deployed. Defaults to None.
-                    hf_token (Optional[Union[str, None]]): The Hugging Face authentication token. Defaults to None.
-                    space_storage (Optional[Union[str, SpaceStorage]]): The persistant storage size for the space. Defaults to None without persistant storage.
-                    space_hardware (Optional[Union[str, SpaceHardware]]): The hardware configuration for the space. Defaults to "cpu-basic" with downtime after 48 hours of inactivity.
-                    private (Optional[Union[bool, None]]): Whether the space should be private. Defaults to False.
-
-                Returns:
-                    Argilla: The Argilla client.
-
-                Example:
-                    ```Python
-                    import argilla as rg
-        api
-                    client = rg.Argilla.deploy_on_spaces(api_key="12345678")
-                    ```
+        Deploys Argilla on Hugging Face Spaces.
+
+        Args:
+            api_key (str): The Argilla API key to be defined for the owner user and creator of the Space.
+            repo_name (Optional[str]): The ID of the repository where Argilla will be deployed. Defaults to "argilla".
+            org_name (Optional[str]): The name of the organization where Argilla will be deployed. Defaults to None.
+            hf_token (Optional[Union[str, None]]): The Hugging Face authentication token. Defaults to None.
+            space_storage (Optional[Union[str, SpaceStorage]]): The persistent storage size for the space. Defaults to None without persistent storage.
+            space_hardware (Optional[Union[str, SpaceHardware]]): The hardware configuration for the space. Defaults to "cpu-basic" with downtime after 48 hours of inactivity.
+            private (Optional[Union[bool, None]]): Whether the space should be private. Defaults to False.
+
+        Returns:
+            Argilla: The Argilla client.
+
+        Example:
+            ```Python
+            import argilla as rg
+            client = rg.Argilla.deploy_on_spaces(api_key="12345678")
+            ```
         """
         hf_token = cls._acquire_hf_token(ht_token=hf_token)
         hf_api = HfApi(token=hf_token)
@@ -126,7 +125,7 @@ def deploy_on_spaces(
     @staticmethod
     def _space_storage_warning() -> None:
         warnings.warn(
-            "No storage provided. The space will not have persistant storage so every 48 hours your data will be reset."
+            "No storage provided. The space will not have persistent storage so every 48 hours your data will be reset."
         )
 
     @classmethod