Merge branch 'main' into release-ignite-document-intelligence-v4

Author: v-alje

articles/ai-services/computer-vision/language-support.md

@@ -258,7 +258,7 @@ The latest [Multimodal embeddings](./concept-image-retrieval.md) model supports
 | Norwegian             | `no`          | ✅ |  |
 | Nyanja                | `ny`          | ✅ |  |
 | Occitan               | `oc`          | ✅ |  |
-| Oriya                 | `or`          | ✅ |  |
+| Odia                  | `or`          | ✅ |  |
 | Oromo                 | `om`          | ✅ |  |
 | Pashto                | `ps`          | ✅ |  |
 | Persian               | `fa`          | ✅ |  |

articles/ai-services/computer-vision/use-case-alt-text.md

@@ -21,7 +21,7 @@ Alt text, or alternative text, is an HTML attribute added to the `<img>` tag
 
 `<img src="elephant.jpg" alt="An elephant in a grassland.">`
 
-Alt text enables website owners to describe an image in plain text. These image descriptions improve accessibility by enabling screen readers such as Microsoft Narrator, JAWS, and NVDA to accurately communicate image content to their vision-impaired and blind users.
+Alt text enables website owners to describe an image in plain text. These image descriptions improve accessibility by enabling screen readers such as Microsoft Narrator, JAWS, and NVDA to accurately communicate image content to their users who are blind or with visual impairment.
 
 Alt text is also vital for image search engine optimization (SEO). It helps search engines understand the visual content in your images. The search engine is then better able to include and rank your website in search results when users search for the content in your website.  
 

articles/ai-services/document-intelligence/language-support/prebuilt.md

@@ -173,7 +173,7 @@ Azure AI Document Intelligence models provide multilingual document processing s
 | • Korean (`ko`) | Korea (`kr`)|
 | • Latvian (`lv`) | Latvia (`lv`)|
 | • Lithuanian (`lt`) | Lithuania (`lt`)|
-| • Macedonian (`mk`) | Macedonia (`mk`)|
+| • Macedonian (`mk`) | North Macedonia (`mk`)|
 | • Malay (`ms`) | Malaysia (`ms`)|
 | • Norwegian (`nb`) | Norway (`no`)|
 | • Polish (`pl`) | Poland (`pl`)|

articles/ai-services/speech-service/language-support.md

@@ -37,9 +37,6 @@ The table in this section summarizes the locales supported for speech to text. F
 
 More remarks for speech to text locales are included in the [custom speech](#custom-speech) section of this article. 
 
-> [!TIP]
-> Try out the [real-time speech to text tool](https://speech.microsoft.com/portal/speechtotexttool) without having to use any code.
-
 > [!TIP]
 > Try out the [Azure AI Speech Toolkit](https://marketplace.visualstudio.com/items?itemName=ms-azureaispeech.azure-ai-speech-toolkit) to easily build and run samples on Visual Studio Code.
 

articles/ai-studio/concepts/fine-tuning-overview.md

@@ -105,7 +105,7 @@ Now that you know when to use fine-tuning for your use case, you can go to Azure
 | --- | --- | --- |
 | [Azure OpenAI models](../../ai-services/openai/how-to/fine-tuning.md?context=/azure/ai-studio/context/context) | Azure OpenAI Service models that you can fine-tune include among others `gpt-4` and `gpt-4o-mini`.<br/><br/>For details about Azure OpenAI models that are available for fine-tuning, see the [Azure OpenAI Service models documentation](../../ai-services/openai/concepts/models.md#fine-tuning-models) or the [Azure OpenAI models table](#fine-tuning-azure-openai-models) later in this guide. | Azure OpenAI Service models that you can fine-tune include among others North Central US and Sweden Central.<br/><br/>The supported regions might vary if you use Azure OpenAI models in an AI Studio project versus outside a project.<br/><br/>For details about fine-tuning regions, see the [Azure OpenAI Service models documentation](../../ai-services/openai/concepts/models.md#fine-tuning-models). |
 | [Phi-3 family models](../how-to/fine-tune-phi-3.md) | `Phi-3-mini-4k-instruct`<br/>`Phi-3-mini-128k-instruct`<br/>`Phi-3-medium-4k-instruct`<br/>`Phi-3-medium-128k-instruct` | East US2 |
-| [Meta Llama 2 family models](../how-to/fine-tune-model-llama.md) | `Meta-Llama-2-70b`<br/>`Meta-Llama-2-7b`<br/>`Meta-Llama-2-13b` | West US3 |
+| [Meta Llama 2 family models](../how-to/fine-tune-model-llama.md) | `Meta-Llama-2-70b`<br/>`Meta-Llama-2-7b`<br/>`Meta-Llama-2-13b` <br/> `Llama-2-7B-chat` <br> `Llama-2-70B-chat` | West US3 |
 | [Meta Llama 3.1 family models](../how-to/fine-tune-model-llama.md) | `Meta-Llama-3.1-70b-Instruct`<br/>`Meta-Llama-3.1-8b-Instruct` | West US3 |
 
 This table provides more details about the Azure OpenAI Service models that support fine-tuning and the regions where fine-tuning is available.

articles/ai-studio/includes/region-availability-maas.md

@@ -36,7 +36,7 @@ JAIS 30B Chat   |   [Microsoft Managed Countries](/partner-center/marketplace/ta
 |Model  |Offer Availability Region  | Hub/Project Region for Deployment  | Hub/Project Region for Fine tuning  |
 |---------|---------|---------|---------|
 Llama 2 7B <br> Llama 2 13B <br> Llama 2 70B     |   [Microsoft Managed Countries](/partner-center/marketplace/tax-details-marketplace#microsoft-managed-countriesregions)     | East US <br> East US 2 <br> North Central US <br> South Central US <br> West US <br> West US 3    | West US 3       |
-Llama 2 7B Chat <br> Llama 2 7B Chat <br> Llama 2 70B Chat    | [Microsoft Managed Countries](/partner-center/marketplace/tax-details-marketplace#microsoft-managed-countriesregions)    | East US <br> East US 2 <br> North Central US <br> South Central US <br> West US <br> West US 3   | West US 3   |
+Llama 2 7B Chat <br> Llama 2 70B Chat    | [Microsoft Managed Countries](/partner-center/marketplace/tax-details-marketplace#microsoft-managed-countriesregions)    | East US <br> East US 2 <br> North Central US <br> South Central US <br> West US <br> West US 3   | West US 3   |
 Llama 3 8B Instruct  <br> Llama 3 70B Instruct  | [Microsoft Managed Countries](/partner-center/marketplace/tax-details-marketplace#microsoft-managed-countriesregions)    | East US <br> East US 2 <br> North Central US <br> South Central US <br> Sweden Central <br> West US <br> West US 3   | Not available   |
 Llama 3.1 8B Instruct <br> Llama 3.1 70B Instruct | [Microsoft Managed Countries](/partner-center/marketplace/tax-details-marketplace#microsoft-managed-countriesregions)    | East US <br> East US 2 <br> North Central US <br> South Central US <br> West US <br> West US 3     | West US 3  |
 Llama 3.1 405B Instruct  | [Microsoft Managed Countries](/partner-center/marketplace/tax-details-marketplace#microsoft-managed-countriesregions)    | East US <br> East US 2 <br> North Central US <br> South Central US <br> West US <br> West US 3     | Not available  |