pr fixes

Author: PatrickFarley

articles/ai-services/computer-vision/concept-ocr.md

@@ -24,7 +24,7 @@ OCR is a machine-learning-based technique for extracting text from in-the-wild a
 The new Azure AI Vision Image Analysis 4.0 REST API offers the ability to extract printed or handwritten text from images in a unified performance-enhanced synchronous API that makes it easy to get all image insights including OCR results in a single API operation. The Read OCR engine is built on top of multiple deep learning models supported by universal script-based models for [global language support](./language-support.md).
 
 > [!TIP]
-> You can also use the OCR feature in conjunction with the [Azure OpenAI](/azure/ai-services/openai/overview) service. The **GPT-4 Turbo with Vision** model lets you chat with an AI assistant that can analyze the images you share, and the Vision Enhancement option uses Image Analysis to give the AI assistance more details (readable text and object locations) about the image. For more information, see the [GPT-4 Turbo with Vision quickstart](/azure/ai-services/openai/gpt-v-quickstart).
+> You can also use the OCR feature in conjunction with the [Azure OpenAI](/azure/ai-services/openai/overview) service. The **GPT-4 Turbo with Vision** model lets you chat with an AI assistant that can analyze the images you share, and the Vision Enhancement option uses Image Analysis to give the AI assistant more details (readable text and object locations) about the image. For more information, see the [GPT-4 Turbo with Vision quickstart](/azure/ai-services/openai/gpt-v-quickstart).
 
 ## Text extraction example
 

articles/ai-services/openai/concepts/content-filter.md

@@ -6,7 +6,7 @@ author: PatrickFarley
 ms.author: pafarley
 ms.service: azure-ai-openai
 ms.topic: conceptual 
-ms.date: 08/22/2023
+ms.date: 08/22/2024
 ms.custom: template-concept, devx-track-python
 manager: nitinme
 ---
@@ -779,7 +779,7 @@ For enhanced detection capabilities, prompts should be formatted according to th
 
 The Chat Completion API is structured by definition. It consists of a list of messages, each with an assigned role. 
 
-The safety system parses this structured format and apply the following behavior: 
+The safety system parses this structured format and applies the following behavior: 
 - On the latest “user” content, the following categories of RAI Risks will be detected: 
     - Hate 
     - Sexual 

articles/ai-services/openai/includes/dall-e-studio.md

@@ -18,7 +18,7 @@ Use this guide to get started generating images with Azure OpenAI in your browse
 #### [DALL-E 3](#tab/dalle3)
 
 - An Azure subscription. <a href="https://azure.microsoft.com/free/ai-services" target="_blank">Create one for free</a>.
-- An Azure OpenAI resource created in a supported region. See [Reigon availability](/azure/ai-services/openai/concepts/models#model-summary-table-and-region-availability).
+- An Azure OpenAI resource created in a supported region. See [Region availability](/azure/ai-services/openai/concepts/models#model-summary-table-and-region-availability).
 - Then, you need to deploy a `dalle3` model with your Azure resource. For more information, see [Create a resource and deploy a model with Azure OpenAI](../how-to/create-resource.md).
 
 #### [DALL-E 2 (preview)](#tab/dalle2)