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diff --git a/articles/ai-studio/how-to/deploy-models-cohere-command.md b/articles/ai-studio/how-to/deploy-models-cohere-command.md
@@ -5,7 +5,7 @@ description: Learn how to use Cohere Command chat models with Azure AI Foundry.
 ms.service: azure-ai-studio
 manager: scottpolly
 ms.topic: how-to
-ms.date: 09/23/2024
+ms.date: 12/20/2024
 ms.reviewer: shubhiraj
 reviewer: shubhirajMsft
 ms.author: mopeakande

diff --git a/articles/ai-studio/how-to/deploy-models-phi-3-5-vision.md b/articles/ai-studio/how-to/deploy-models-phi-3-5-vision.md
@@ -5,9 +5,9 @@ description: Learn how to use Phi-3.5 chat model with vision with Azure AI Found
 ms.service: azure-ai-studio
 manager: scottpolly
 ms.topic: how-to
-ms.date: 08/29/2024
-ms.reviewer: kritifaujdar
-reviewer: fkriti
+ms.date: 12/20/2024
+ms.reviewer: v-vkonjarla
+reviewer: VindyaKonjarla 
 ms.author: mopeakande
 author: msakande
 ms.custom: references_regions, generated

diff --git a/articles/ai-studio/how-to/deploy-models-phi-3-vision.md b/articles/ai-studio/how-to/deploy-models-phi-3-vision.md
@@ -5,9 +5,9 @@ description: Learn how to use Phi-3 chat model with vision with Azure AI Foundry
 ms.service: azure-ai-studio
 manager: scottpolly
 ms.topic: how-to
-ms.date: 09/13/2024
-ms.reviewer: kritifaujdar
-reviewer: fkriti
+ms.date: 12/20/2024
+ms.reviewer: v-vkonjarla
+reviewer: VindyaKonjarla
 ms.author: mopeakande
 author: msakande
 ms.custom: references_regions, generated

diff --git a/articles/ai-studio/how-to/deploy-models-phi-3.md b/articles/ai-studio/how-to/deploy-models-phi-3.md
@@ -5,9 +5,9 @@ description: Learn how to use Phi-3 family chat models with Azure AI Foundry.
 ms.service: azure-ai-studio
 manager: scottpolly
 ms.topic: how-to
-ms.date: 09/18/2024
-ms.reviewer: kritifaujdar
-reviewer: fkriti
+ms.date: 12/20/2024
+ms.reviewer: v-vkonjarla 
+reviewer: VindyaKonjarla
 ms.author: mopeakande
 author: msakande
 ms.custom: references_regions, generated

diff --git a/articles/ai-studio/how-to/deploy-models-serverless-connect.md b/articles/ai-studio/how-to/deploy-models-serverless-connect.md
@@ -5,7 +5,7 @@ description: Learn how to consume deployed serverless API endpoints from a diffe
 manager: scottpolly
 ms.service: azure-ai-studio
 ms.topic: how-to
-ms.date: 5/21/2024
+ms.date: 12/20/2024
 ms.author: mopeakande
 author: msakande
 ms.reviewer: fasantia
@@ -171,7 +171,7 @@ Follow these steps to create a connection:
 
     # [AI Foundry portal](#tab/azure-ai-studio)
 
-    1. From the left sidebar of your project in AI Foundry portal, select **Management center**.
+    1. From your project in AI Foundry portal, go to the bottom part of the left sidebar and select **Management center**.
 
     1. From the left sidebar of the management center, select **Connected resources**.
     

diff --git a/articles/ai-studio/how-to/deploy-models-serverless.md b/articles/ai-studio/how-to/deploy-models-serverless.md
@@ -5,7 +5,7 @@ description: Learn to deploy models as serverless APIs, using Azure AI Foundry.
 manager: scottpolly
 ms.service: azure-ai-studio
 ms.topic: how-to
-ms.date: 07/18/2024
+ms.date: 12/20/2024
 ms.author: mopeakande
 author: msakande
 ms.reviewer: fasantia

diff --git a/articles/ai-studio/how-to/deploy-models-timegen-1.md b/articles/ai-studio/how-to/deploy-models-timegen-1.md
@@ -6,8 +6,8 @@ manager: scottpolly
 ms.service: azure-ai-studio
 ms.topic: how-to
 ms.date: 12/16/2024
-ms.reviewer: kritifaujdar
-reviewer: fkriti
+ms.reviewer: haelhamm
+reviewer: hazemelh
 ms.author: mopeakande
 author: msakande
 ms.custom: references_regions, build-2024, ignite-2024

diff --git a/articles/ai-studio/how-to/fine-tune-phi-3.md b/articles/ai-studio/how-to/fine-tune-phi-3.md
@@ -4,9 +4,11 @@ titleSuffix: Azure AI Foundry
 description: This article introduces fine-tuning Phi-3 models in Azure AI Foundry portal.
 manager: scottpolly
 ms.service: azure-ai-studio
-ms.custom:
+ms.custom: references_regions
 ms.topic: how-to
 ms.date: 12/16/2024
+ms.reviewer: v-vkonjarla
+reviewer: VindyaKonjarla
 ms.author: ssalgado
 author: ssalgadodev
 ---

diff --git a/articles/ai-studio/toc.yml b/articles/ai-studio/toc.yml
@@ -73,7 +73,7 @@ items:
       - name: Use your image data with Azure OpenAI
         href: how-to/data-image-add.md
         displayName: vision, gpt, turbo
-    - name: Azure Speech
+    - name: Azure AI Speech
       items:
       - name: Real-time speech to text
         href: ../ai-services/speech-service/get-started-speech-to-text.md?context=/azure/ai-studio/context/context

diff --git a/articles/machine-learning/how-to-deploy-models-phi-3-5-vision.md b/articles/machine-learning/how-to-deploy-models-phi-3-5-vision.md
@@ -7,8 +7,8 @@ ms.subservice: inferencing
 manager: scottpolly
 ms.topic: how-to
 ms.date: 08/29/2024
-ms.reviewer: kritifaujdar
-reviewer: fkriti
+ms.reviewer: v-vkonjarla
+reviewer: VindyaKonjarla
 ms.author: mopeakande
 author: msakande
 ms.custom: references_regions, generated

diff --git a/articles/machine-learning/how-to-deploy-models-phi-3-vision.md b/articles/machine-learning/how-to-deploy-models-phi-3-vision.md
@@ -7,8 +7,8 @@ ms.subservice: inferencing
 manager: scottpolly
 ms.topic: how-to
 ms.date: 09/13/2024
-ms.reviewer: kritifaujdar
-reviewer: fkriti
+ms.reviewer: v-vkonjarla
+reviewer: VindyaKonjarla
 ms.author: mopeakande
 author: msakande
 ms.custom: references_regions, generated

diff --git a/articles/machine-learning/how-to-deploy-models-phi-3.md b/articles/machine-learning/how-to-deploy-models-phi-3.md
@@ -7,8 +7,8 @@ ms.subservice: inferencing
 manager: scottpolly
 ms.topic: how-to
 ms.date: 09/18/2024
-ms.reviewer: kritifaujdar
-reviewer: fkriti
+ms.reviewer: v-vkonjarla
+reviewer: VindyaKonjarla
 ms.author: mopeakande
 author: msakande
 ms.custom: references_regions, generated

diff --git a/articles/machine-learning/how-to-deploy-models-timegen-1.md b/articles/machine-learning/how-to-deploy-models-timegen-1.md
@@ -9,7 +9,8 @@ ms.topic: how-to
 ms.date: 5/21/2024
 ms.author: mopeakande
 author: msakande
-ms.reviewer: kritifaujdar
+ms.reviewer: haelhamm
+reviewer: hazemelh
 ms.custom: [references_regions]
 ms.collection: ce-skilling-ai-copilot
 ---