fix: Remove grammatical, spelling and terminology errors. Modify alt text

Author: Pavan Kumar Reddy Y

articles/ai-services/openai/includes/fine-tuning-studio.md

@@ -65,7 +65,7 @@ Different model types require a different format of training data.
 
 # [chat completion models](#tab/turbo)
 
-The training and validation data you use **must** be formatted as a JSON Lines (JSONL) document. For `gpt-35-turbo` (all versions), `gpt-4`, `gpt-4o` and `gpt-4o-mini` the fine-tuning dataset must be formatted in the conversational format that is used by the [Chat completions](../how-to/chatgpt.md) API.
+The training and validation data you use **must** be formatted as a JSON Lines (JSONL) document. For `gpt-35-turbo` (all versions), `gpt-4`, `gpt-4o`, and `gpt-4o-mini`, the fine-tuning dataset must be formatted in the conversational format that is used by the [Chat completions](../how-to/chatgpt.md) API.
 
 If you would like a step-by-step walk-through of fine-tuning a `gpt-4o-mini` (2024-07-18) model please refer to the [Azure OpenAI fine-tuning tutorial.](../tutorials/fine-tune.md)
 

articles/ai-services/openai/tutorials/fine-tune.md

@@ -894,7 +894,7 @@ print(r.json())
 
 You can check on your deployment progress in the Azure OpenAI Studio:
 
-:::image type="content" source="../media/tutorials/fine-tuning/studio-deployment-status.png" alt-text="Deployment progress on AOAI studio" lightbox="../media/tutorials/fine-tuning/studio-deployment-status.png":::
+:::image type="content" source="../media/tutorials/fine-tuning/studio-deployment-status.png" alt-text="Screenshot of Deployment progress on Azure OpenAI Studio." lightbox="../media/tutorials/fine-tuning/studio-deployment-status.png":::
 
 It isn't uncommon for this process to take some time to complete when dealing with deploying fine-tuned models.
 
@@ -968,7 +968,7 @@ You can delete the deployment in [Azure OpenAI Studio](https://oai.azure.com/),
 
 ## Troubleshooting
 
-### How do I enable fine-tuning? Create a custom model is greyed out in Azure OpenAI Studio?
+### How do I enable fine-tuning? Create a custom model is grayed out in Azure OpenAI Studio?
 
 In order to successfully access fine-tuning you need **Cognitive Services OpenAI Contributor assigned**. Even someone with high-level Service Administrator permissions would still need this account explicitly set in order to access fine-tuning. For more information please review the [role-based access control guidance](/azure/ai-services/openai/how-to/role-based-access-control#cognitive-services-openai-contributor).