Merge pull request #2150 from MicrosoftDocs/main

1/3/2025 AM Publish

Author: Albertyang0

articles/ai-services/containers/azure-container-instance-recipe.md

@@ -44,9 +44,9 @@ All variables in angle brackets, `<>`, need to be replaced with your own values.
 
 [!INCLUDE [Azure portal instructions for creating an ACI instance](includes/create-container-instances-resource.md)]
 
-# [CLI](#tab/cli)
+# [Azure CLI](#tab/cli)
 
-[!INCLUDE [CLI instructions for creating an ACI instance](../containers/includes/create-container-instances-resource-from-azure-cli.md)]
+[!INCLUDE [Azure CLI instructions for creating an ACI instance](../containers/includes/create-container-instances-resource-from-azure-cli.md)]
 
 ---
 
@@ -68,7 +68,7 @@ All variables in angle brackets, `<>`, need to be replaced with your own values.
 
     You have successfully created and used Azure AI containers in Azure Container Instance.
 
-# [CLI](#tab/cli)
+# [Azure CLI](#tab/cli)
 
 [!INCLUDE [API documentation](../includes/cognitive-services-containers-api-documentation.md)]
 

articles/ai-services/containers/includes/create-container-instances-resource-from-azure-cli.md

@@ -15,6 +15,8 @@ ms.tool: azure-cli
 
 ## Create an Azure Container Instance resource from the Azure CLI
 
+You must first [install the Azure CLI](/cli/azure/install-azure-cli) before running the commands in this article. 
+
 The YAML below defines the Azure Container Instance resource. Copy and paste the contents into a new file, named `my-aci.yaml` and replace the commented values with your own. Refer to the [template format][template-format] for valid YAML. Refer to the [container repositories and images][repositories-and-images] for the available image names and their corresponding repository. For more information of the YAML reference for Container instances, see [YAML reference: Azure Container Instances][aci-yaml-ref].
 
 ```yaml

articles/ai-studio/azure-openai-in-ai-studio.md

@@ -18,8 +18,6 @@ ms.custom: ignite-2023, build-2024, ignite-2024
 
 Azure OpenAI Service provides REST API access to OpenAI's powerful language models. Azure OpenAI Studio was previously where you went to access and work with the Azure OpenAI Service. This studio is now integrated into Azure AI Foundry portal. 
 
-[!INCLUDE [new-name](includes/new-name.md)]
-
 ## Access Azure OpenAI Service in Azure AI Foundry portal
 
 From the [Azure AI Foundry portal](https://ai.azure.com) landing page, use the **Let's go** button in the **Focused on Azure OpenAI Service?** section.

articles/ai-studio/concepts/architecture.md

@@ -18,8 +18,6 @@ author: Blackmist
 
 Azure AI Foundry provides a unified experience for AI developers and data scientists to build, evaluate, and deploy AI models through a web portal, SDK, or CLI. Azure AI Foundry is built on capabilities and services provided by other Azure services.
 
-[!INCLUDE [new-name](../includes/new-name.md)]
-
 :::image type="content" source="../media/concepts/ai-studio-architecture.png" alt-text="Diagram of the high-level architecture of Azure AI Foundry." lightbox="../media/concepts/ai-studio-architecture.png":::
 
 At the top level, Azure AI Foundry provides access to the following resources:

articles/ai-studio/how-to/create-projects.md

@@ -9,7 +9,7 @@ ms.custom:
   - build-2024
   - ignite-2024
 ms.topic: how-to
-ms.date: 10/01/2024
+ms.date: 01/03/2025
 ms.reviewer: deeikele
 ms.author: sgilley
 author: sdgilley
@@ -26,13 +26,29 @@ For more information about the projects and hubs model, see [Azure AI Foundry hu
 
 ## Prerequisites
 
+Use the following tabs to select the method you plan to use to create a project:
+
+# [Azure AI Foundry portal](#tab/ai-studio)
+
 - An Azure subscription. If you don't have an Azure subscription, create a [free account](https://azure.microsoft.com/free/).
-- For Python SDK or CLI steps, an Azure AI Foundry hub. If you don't have a hub, see [How to create and manage an Azure AI Foundry hub](create-azure-ai-resource.md). 
-- For Azure AI Foundry, a hub isn't required. It is created for you when needed.
+
+# [Python SDK](#tab/python)
+
+- An Azure subscription. If you don't have an Azure subscription, create a [free account](https://azure.microsoft.com/free/).
+- [Azure Machine Learning SDK v2](https://aka.ms/sdk-v2-install).
+- An Azure AI Foundry hub. If you don't have a hub, see [Create a hub using the Azure Machine Learning SDK and CLI](develop/create-hub-project-sdk.md).
+
+
+# [Azure CLI](#tab/azurecli)
+
+- An Azure subscription. If you don't have an Azure subscription, create a [free account](https://azure.microsoft.com/free/).
+- [Azure CLI and the machine learning extension](/azure/machine-learning/how-to-configure-cli).
+- An Azure AI Foundry hub. If you don't have a hub, see [Create a hub using the Azure Machine Learning SDK and CLI](develop/create-hub-project-sdk.md).
+
+---
 
 ## Create a project
 
-Use the following tabs to select the method you plan to use to create a project:
 
 # [Azure AI Foundry portal](#tab/ai-studio)
 
@@ -78,9 +94,11 @@ The code in this section assumes you have an existing hub.  If you don't have a
 1. Once the extension is installed and authenticated to your Azure subscription, use the following command to create a new Azure AI Foundry project from an existing Azure AI Foundry hub:
 
     ```azurecli
-    az ml workspace create --kind project --hub-id {my_hub_ARM_ID} --resource-group {my_resource_group} --name {my_project_name}
+    az ml workspace create --kind project --hub-id {my_hub_ID} --resource-group {my_resource_group} --name {my_project_name}
     ```
 
+    Form `my_hub_ID` with this syntax: `/subscriptions/{subscription_id}/resourceGroups/{resource_group}/providers/Microsoft.MachineLearningServices/workspaces/{hub_name}`.
+
 ---
 
 ## View project settings

articles/ai-studio/includes/create-projects.md

@@ -6,7 +6,7 @@ ms.reviewer: deeikele
 ms.author: sgilley
 ms.service: azure-ai-studio
 ms.topic: include
-ms.date: 11/19/2024
+ms.date: 01/03/2025
 ms.custom: include, build-2024, ignite-2024
 ---
 
@@ -23,7 +23,7 @@ To create a project in [Azure AI Foundry](https://ai.azure.com), follow these st
 
 1. If you don't have a hub, a default one is created for you.  If you want to customize the default values, see the next section.
 
-1. Select **Create a project**.  Or, if you want to customize a new hub, follow the steps in the next section.
+1. Select **Create**.  Or, if you want to customize a new hub, follow the steps in the next section.
 
 ### Customize the hub
 

articles/ai-studio/what-is-ai-studio.md

@@ -18,8 +18,6 @@ ms.custom: ignite-2023, build-2024, ignite-2024
 
 [Azure AI Foundry](https://ai.azure.com) is a trusted platform that empowers developers to drive innovation and shape the future with AI in a safe, secure, and responsible way.
 
-[!INCLUDE [new-name](includes/new-name.md)]
-
 [Azure AI Foundry](https://ai.azure.com) is designed for developers to:
 
 - Build generative AI applications on an enterprise-grade platform.