MAI-DeepSeeK-R1 model doc

Author: msakande

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

@@ -240,6 +240,17 @@ For more examples of how to use Phi-3 family models, see the following examples:
 | Llama-Index                               | Python            | [Link](https://aka.ms/azureai/llamaindex)             |  
 
 
+## Microsoft AI
+
+Microsoft AI models are ... 
+
+| Model  | Type | Capabilities | 
+| ------ | ---- | --- | 
+| [MAI-DeepSeek-R1](https://ai.azure.com/explore/models/) | [chat-completion with reasoning content](../model-inference/how-to/use-chat-reasoning.md?context=/azure/ai-foundry/context/context) | - **Input:** text (163,840 tokens) <br /> - **Output:** text (163,840 tokens) <br />  - **Tool calling:** No <br /> - **Response formats:** Text. |
+
+See [the Microsoft AI model collection in Azure AI Foundry portal](https://ai.azure.com/explore/models?&selectedCollection=).
+
+
 ## Mistral AI
 
 Mistral AI offers two categories of models, namely: 

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

@@ -71,6 +71,12 @@ Llama 3.1 8B Instruct <br> Llama 3.1 70B Instruct <br> Llama-3.2-11B-Vision-Inst
 Llama 3.1 405B Instruct  | [Microsoft Managed Countries/Regions](/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  |
 
 
+### Microsoft AI models
+
+| Model | Offer Availability Region  | Hub/Project Region for Deployment  | Hub/Project Region for Fine tuning  |
+|---------|---------|---------|---------|
+MAI-DeepSeek-R1      | Not applicable | East US <br> East US 2 <br> North Central US <br> South Central US <br> West US <br> West US 3  | Not available       |
+
 ### Microsoft Phi family models
 
 | Model | Offer Availability Region  | Hub/Project Region for Deployment  | Hub/Project Region for Fine tuning  |

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

@@ -161,6 +161,17 @@ Phi is a family of lightweight, state-of-the-art open models. These models were
 
 See [this model collection in Azure AI Foundry portal](https://ai.azure.com/explore/models?&selectedCollection=phi).
 
+
+## Microsoft AI
+
+Microsoft AI models are ... 
+
+| Model  | Type | Capabilities | 
+| ------ | ---- | --- | 
+| [MAI-DeepSeek-R1](https://ai.azure.com/explore/models/) |  chat-completion <br /> [(with reasoning content)](../how-to/use-chat-reasoning.md) | Global standard | - **Input:** text (163,840 tokens) <br /> - **Output:**  (163,840 tokens) <br /> - **Languages:** `en` and `zh` <br />  - **Tool calling:** No <br /> - **Response formats:** Text. |
+
+See [the Microsoft AI model collection in Azure AI Foundry portal](https://ai.azure.com/explore/models?&selectedCollection=).
+
 ### Mistral AI
 
 Mistral AI offers two categories of models: premium models including Mistral Large and Mistral Small and open models including Mistral Nemo.