Merge branch 'main' of https://github.com/MicrosoftDocs/azure-ai-docs-pr into aug-fixes

Author: aahill

articles/ai-foundry/foundry-models/concepts/models.md

@@ -108,6 +108,14 @@ Microsoft models include various model groups such as MAI models, Phi models, he
 
 See [the Microsoft model collection in Azure AI Foundry portal](https://ai.azure.com/explore/models?&selectedCollection=phi). There are also several Microsoft models available [from partners and community](#microsoft).
 
+### Mistral models sold directly by Azure
+
+| Model | Type | Capabilities | Project type 
+| ------ | ---- | ------------ | ------------ |
+| [mistral-document-ai-2505]() | Image-to-Text | - **Input:** image or PDF pages ( 30 pages, max 30MB PDF file) <br /> - **Output:** text  <br /> - **Languages:** en <br />  - **Tool calling:** no  <br /> - **Response formats:** Text, JSON, Markdown  | Foundry |
+
+See [the Mistral model collection in Azure AI Foundry portal](https://ai.azure.com/explore/models?&selectedCollection=mistral).  There are also several Mistral models available [from partners and community](#mistral-ai).
+
 
 ### xAI models sold directly by Azure
 

articles/ai-foundry/how-to/fine-tune-managed-compute.md

@@ -43,7 +43,7 @@ To improve model performance, you might consider fine-tuning a foundation model
 1. If you're not already in your project, select it. 
 1. Select **Fine-tuning** from the left pane.
 
-    1. Select **Fine-tune model** and add the model that you want to fine-tune. This article uses _Phi-3-mini-4k-instruct_ for illustration.
+    1. Select **Fine-tune a model** and add the model that you want to fine-tune. This article uses _Phi-3-mini-4k-instruct_ for illustration.
     1. Select **Next** to see the available fine-tune options. Some foundation models support only the __Managed compute__ option.
 
 1. Alternatively, you could select **Model catalog** from the left sidebar of your project and find the model card of the foundation model that you want to fine-tune.
@@ -60,7 +60,7 @@ In this section, you go through the steps to configure fine-tuning for your mode
 
 1. Provide a name for the fine-tuned model on the "Basic settings" page, and select **Next** to go to the "Compute" page.
 
-1. Select the Azure Machine Learning compute cluster to use for fine-tuning the model. Fine-tuning runs on GPU compute. Ensure that you have sufficient compute quota for the compute SKUs you plan to use.
+1. Select a Virtual machine size to use for fine-tuning the model. Fine-tuning runs on GPU compute. Ensure that you have sufficient compute quota for the compute SKUs you plan to use.
 
     :::image type="content" source="../media/how-to/fine-tune-managed-compute/fine-tune-compute.png" alt-text="Screenshot showing settings for the compute to use for fine-tuning." lightbox="../media/how-to/fine-tune-managed-compute/fine-tune-compute.png":::
 

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

@@ -78,6 +78,7 @@ Phi-4 <br>  Phi-4-mini-instruct <br>  Phi-4-multimodal-instruct    | Not applica
 
 | Model | Offer Availability Region  | Hub/Project Region for Deployment  | Hub/Project Region for Fine tuning  |
 |---------|---------|---------|---------|
+mistral-document-ai-2505    | [Microsoft Managed Countries/Regions](/partner-center/marketplace/tax-details-marketplace#microsoft-managed-countriesregions)      |    EastUS2 <br> Sweden Central        | Not available       |
 Codestral-2501    | [Microsoft Managed Countries/Regions](/partner-center/marketplace/tax-details-marketplace#microsoft-managed-countriesregions)  <br> Brazil <br> Hong Kong SAR <br> Israel     | 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       |
 Mistral OCR 25.03   | [Microsoft Managed Countries/Regions](/partner-center/marketplace/tax-details-marketplace#microsoft-managed-countriesregions)   <br> Brazil <br> Hong Kong SAR <br> Israel      | 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       |
 Mistral Nemo  | [Microsoft Managed Countries/Regions](/partner-center/marketplace/tax-details-marketplace#microsoft-managed-countriesregions)  <br> Brazil <br> Hong Kong SAR <br> Israel     | East US <br> East US 2 <br> North Central US <br> South Central US <br> Sweden Central <br> West US <br> West US 3          | East US 2 <br> East US <br> North Central US <br> South Central US <br> West US <br> West US 3    |