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articles/ai-studio/concepts/concept-synthetic-data.md

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# Synthetic data generation in Azure AI Studio
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In this article
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- [Synthetic data generation](#synthetic-data-generation)
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- [Next Steps](#next-steps)
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In Azure AI Studio, you can use synthetic data generation to efficiently produce predictions for your datasets. In this article, you're introduced to the concept of synthetic data generation and how it can be used in machine learning.
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In Azure AI Studio, you can leverage synthetic data generation to efficiently produce predictions for your datasets.
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## Synthetic data generation
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Synthetic data generation involves creating artificial data that mimics the statistical properties of real-world data. This data is generated using algorithms and machine learning techniques, and it can be used in various ways, such as computer simulations or by modeling real-world events.
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In machine learning, synthetic data is particularly valuable for several reasons:
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In machine learning, synthetic data is valuable for several reasons:
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**Data Augmentation:** It helps in expanding the size of training datasets, which is crucial for training robust machine learning models. This is especially useful when real-world data is scarce or expensive to obtain.
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- [What is Azure AI Studio?](../what-is-ai-studio.md)
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- [Learn more about deploying Meta Llama models](../how-to/deploy-models-llama.md)
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- [Azure AI FAQ article](../faq.yml)
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- [Azure AI FAQ article](../faq.yml)

articles/api-center/use-vscode-extension.md

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author: dlepow
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ms.service: azure-api-center
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ms.topic: how-to
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ms.date: 07/15/2024
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ms.date: 08/01/2024
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# Customer intent: As a developer, I want to use my Visual Studio Code environment to build, discover, try, and consume APIs in my organization's API center.
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* [Visual Studio Code](https://code.visualstudio.com/)
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* [Azure API Center extension for Visual Studio Code](https://marketplace.visualstudio.com/items?itemName=apidev.azure-api-center)
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> [!NOTE]
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> Where noted, certain features are available only in the extension's pre-release version. When installing the extension from the [Visual Studio Code Marketplace](https://marketplace.visualstudio.com/items?itemName=apidev.azure-api-center&ssr=false#overview), you can choose to install the release version or a pre-release version. Switch between the two versions at any time by using the extension's **Manage** button context menu in the Extensions view.
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The following Visual Studio Code extensions are optional and needed only for certain scenarios as indicated:
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## Generate OpenAPI specification file from API code
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Use the power of GitHub Copilot with the Azure API Center extension for Visual Studio Code to create an OpenAPI specification file from your API code. Right click on the API code, select **Copilot** from the options, and select **Generate API documentation**. This will create an OpenAPI specification file.
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Use the power of GitHub Copilot with the Azure API Center extension for Visual Studio Code to create an OpenAPI specification file from your API code. Right-click on the API code, select **Copilot** from the options, and select **Generate API documentation**. This will create an OpenAPI specification file.
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> [!NOTE]
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> This feature is available in the pre-release version of the API Center extension.
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:::image type="content" source="media/use-vscode-extension/generate-api-documentation.gif" alt-text="Animation showing how to use GitHub Copilot to generate an OpenAPI spec from code." lightbox="media/use-vscode-extension/generate-api-documentation.gif":::
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> Depending on the API, you might need to provide authorization credentials or an API key to try the API.
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> [!TIP]
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> You can also use the extension to generate API documentation in Markdown, a format that's easy to maintain and share with end users. Right-click on the definition, and select **Generate Markdown**.
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> Using the pre-release version of the extension, you can generate API documentation in Markdown, a format that's easy to maintain and share with end users. Right-click on the definition, and select **Generate Markdown**.
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## Generate HTTP file
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articles/api-management/developer-portal-wordpress-plugin.md

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> Do not use the version 2.0 endpoint for the issuer URL (URL ending in `/v2.0`).
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1. In **Allowed token audiences**, enter the **Application ID URI** from the app registration. Example: `api://<app-id>`.
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1. Under **Additional checks**, select values appropriate for your environment, or use the default values.
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1. Accept the default values for the remaining settings and select **Add**.
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1. Configure your desired the values for the remaining settings, or use the default values. Select **Add**.
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> [!NOTE]
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> If you want to allow guest users as well as signed-in users to access the developer portal on WordPress, you can enable unauthenticated access. In **Restrict access**, select **Allow unauthenticated access**. [Learn more](../app-service/overview-authentication-authorization.md#authorization-behavior)
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The identity provider is added to the app service.
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## Step 9: Sign into the API Management developer portal deployed on WordPress
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Sign into the WordPress site to see your new API Management developer portal deployed on WordPress and hosted on App Service.
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Access the WordPress site to see your new API Management developer portal deployed on WordPress and hosted on App Service.
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1. In a new browser window, navigate to your WordPress site, substituting the name of your app service in the following URL: `https://<yourapp-service-name>.azurewebsites.net`.
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1. When prompted, sign in using Microsoft Entra ID credentials for a developer account. If unauthenticated access to the developer portal is enabled, select **Sign in** on the home page of the developer portal.
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> You can only sign in to the developer portal on WordPress using Microsoft Entra ID credentials. Basic authentication isn't supported.
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* Sign into the portal

articles/azure-functions/openapi-apim-integrate-visual-studio.md

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The function then calculates how much a repair costs, and how much revenue the turbine could make in a 24-hour period. Parameters are supplied either in the query string or in the payload of a POST request.
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In the Function1.cs project file, replace the contents of the generated class library code with the following code:
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In the Turbine.cs project file, replace the contents of the generated class library code with the following code:
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:::code language="csharp" source="~/functions-openapi-turbine-repair/TurbineRepair/Function1.cs":::
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:::code language="csharp" source="~/functions-openapi-turbine-repair/TurbineRepair/Turbine.cs":::
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This function code returns a message of `Yes` or `No` to indicate whether an emergency repair is cost-effective. It also returns the revenue opportunity that the turbine represents and the cost to fix the turbine.
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articles/azure-monitor/agents/azure-monitor-agent-extension-versions.md

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## Version details
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| Release Date | Release notes | Windows | Linux |
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|:---|:---|:---|:---|
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| July 2024 | **Windows**<ul><li>Security hardening of Agent data folder.</li><li>Fixed credential leaks in agent logs.</li><li>Various bug fix for AzureWatson.</li><li>Added columns to the Windows Event table: Keywords, UserName, Opcode, Correlation, ProcessId, ThreadId, EventRecordId.</li><li>AMA: Support for private preview of Agent side transformation.</li><li>AMA: Support AMA Client Installer for selected partners.</li></ul>**Linux Features**<ul><li>Enable Dynamic Linking of OpenSSL 1.1 in all regions</li><li>Add Computer field to Custom Logs</li><li>Add EventHub upload support for Custom Logs </li><li>Reliability improvement for upload task scheduling</li><li>Added support for SUSE15 SP5, Ubuntu 24, and AWS 3 distributions</li></ul>**Linux Fixes**<ul><li>Fix Direct upload to storage for perf counters when no other destination is configured. You don't see perf counters If storage was the only configured destination for perf counters, they wouldn't see perf counters in their blob or table.</li><li>Fix proxy for system-wide proxy using http(s)_proxy env var </li><li>Support for syslog hostnames that are up to 255characters</li><li>Stop sending rows longer than 1MB. This exceeds ingestion limits and destabilizes the agent. Now the row is gracefully dropped and a diagnostic message is written.</li><li>Set max disk space used for rsyslog spooling to 1GB. There was no limit before which could lead to high memory usage.</li><li>Use random available TCP port when there is a port conflict with AMA port 28230 and 28330 . This resolved issues where port 28230 and 28330 were already in uses by the customer which prevented data upload to Azure.</li></ul>| 1.29 | 1.32.2 |
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| July 2024 | **Windows**<ul><li>Security hardening of Agent data folder.</li><li>Fixed credential leaks in agent logs.</li><li>Various bug fix for AzureWatson.</li><li>Added columns to the Windows Event table: Keywords, UserName, Opcode, Correlation, ProcessId, ThreadId, EventRecordId.</li><li>AMA: Support for private preview of Agent side transformation.</li><li>AMA: Support AMA Client Installer for selected partners.</li></ul>**Linux Features**<ul><li>Enable Dynamic Linking of OpenSSL 1.1 in all regions</li><li>Add Computer field to Custom Logs</li><li>Add EventHub upload support for Custom Logs </li><li>Reliability improvement for upload task scheduling</li><li>Added support for SUSE15 SP5, Ubuntu 24, and AWS 3 distributions</li></ul>**Linux Fixes**<ul><li>Fix Direct upload to storage for perf counters when no other destination is configured. You don't see perf counters If storage was the only configured destination for perf counters, they wouldn't see perf counters in their blob or table.</li><li>Fluent-Bit updated to version 3.0.7. This fixes the issue with Fluent-Bit creating junk files in the root directory on process shutdown.</li><li>Fix proxy for system-wide proxy using http(s)_proxy env var </li><li>Support for syslog hostnames that are up to 255characters</li><li>Stop sending rows longer than 1MB. This exceeds ingestion limits and destabilizes the agent. Now the row is gracefully dropped and a diagnostic message is written.</li><li>Set max disk space used for rsyslog spooling to 1GB. There was no limit before which could lead to high memory usage.</li><li>Use random available TCP port when there is a port conflict with AMA port 28230 and 28330 . This resolved issues where port 28230 and 28330 were already in uses by the customer which prevented data upload to Azure.</li></ul>| 1.29 | 1.32.2 |
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| June 2024 |**Windows**<ul><li>Fix encoding issues with Resource ID field.</li><li>AMA: Support new ingestion endpoint for GovSG environment.</li><li>Upgrade AzureSecurityPack version to 4.33.0.1.</li><li>Upgrade Metrics Extension version to 2.2024.517.533.</li><li>Upgrade Health Extension version to 2024.528.1.</li></ul>**Linux**<ul><li>Coming Soon</li></ul>| 1.28.2 | |
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| May 2024 |**Windows**<ul><li>Upgraded Fluent-bit version to 3.0.5. This Fix resolves as security issue in fluent-bit (NVD - CVE-2024-4323 (nist.gov)</li><li>Disabled Fluent-bit logging that caused disk exhaustion issues for some customers. Example error is Fluentbit log with "[C:\projects\fluent-bit-2e87g\src\flb_scheduler.c:72 errno=0] No error" fills up the entire disk of the server.</li><li>Fixed AMA extension getting stuck in deletion state on some VMs that are using Arc. This fix improves reliability.</li><li>Fixed AMA not using system proxy, this issue is a bug introduced in 1.26.0. The issue was caused by a new feature that uses the Arc agent’s proxy settings. When the system proxy as set as None the proxy was broken in 1.26.</li><li>Fixed Windows Firewall Logs log file rollover issues</li></ul>| 1.27.0 | |
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| April 2024 |**Windows**<ul><li>In preparation for the May 17 public preview of Firewall Logs, the agent completed the addition of a profile filter for Domain, Public, and Private Logs. </li><li>AMA running on an Arc enabled server will default to using the Arc proxy settings if available.</li><li>The AMA VM extension proxy settings override the Arc defaults.</li><li>Bug fix in MSI installer: Symptom - If there are spaces in the fluent-bit config path, AMA wasn't recognizing the path properly. AMA now adds quotes to configuration path in fluent-bit.</li><li>Bug fix for Container Insights: Symptom - custom resource ID weren't being honored.</li><li>Security issue fix: skip the deletion of files and directory whose path contains a redirection (via Junction point, Hard links, Mount point, OB Symlinks etc.).</li><li>Updating MetricExtension package to 2.2024.328.1744.</li></ul>**Linux**<ul><li>AMA 1.30 now available in Arc.</li><li>New distribution support Debian 12, RHEL CIS L2.</li><li>Fix for mdsd version 1.30.3 in persistence mode, which converted positive integers to float/double values ("3.0", "4.0") to type ulong which broke Azure stream analytics.</li></ul>| 1.26.0 | 1.31.1 |

articles/communication-services/quickstarts/ui-library/includes/get-started-chat/web.md

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description: In this tutorial, you learn how to use the Chat composite on Web
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> For detailed documentation and quickstarts about the Web UI Library visit the [**Web UI Library Storybook**](https://aka.ms/acsstorybook).
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articles/container-apps/deploy-visual-studio-code.md

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articles/container-apps/deploy-visual-studio.md

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articles/logic-apps/add-run-csharp-scripts.md

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articles/logic-apps/create-maps-data-transformation-visual-studio-code.md

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