Merge branch 'main' into release-usx-pub-preview

Author: v-alje

articles/advisor/advisor-resiliency-reviews.md

@@ -72,7 +72,7 @@ You can find resiliency reviews created by your account team in the left navigat
 
 If there's a new review available to you, you see a notification banner on top of the Advisor pages. A **New** review is one with all recommendations in the *Pending* state.
 
-1. Open the Azure portal and navigate to [Advisor](https://aka.ms/Advisor_Reviews).
+1. Open the Azure portal and navigate to [Advisor](https://aka.ms/azureadvisordashboard).
 Select **Manage** > **Reviews (Preview)** in the left navigation pane. A list of reviews opens. At the top of the page, you see the number of **Total Reviews** and review **Recommendations**, and a graph of **Reviews by status**.
 1. Use search, filters, and sorting to find the review you need. You can filter reviews by one of the **Status equals** states shown next, or choose *All* (the default) to see all reviews. If you don’t see a review for your subscription, make sure the review subscription is included in the global portal filter. You might need to update the filter to see the reviews for a subscription.
 
@@ -86,7 +86,7 @@ Select **Manage** > **Reviews (Preview)** in the left navigation pane. A list of
 At the top of the reviews page, use **Feedback** to tell us about your experience. Use the **Refresh** button to refresh the page as needed.
 
 > [!NOTE]
-> If you have no reviews, the **Reviews** menu item in the left navigation is greyed out.
+> If you have no reviews, the **Reviews** menu item in the left navigation is hidden.
 
 ### Review recommendations
 

articles/ai-services/openai/concepts/models.md

@@ -235,9 +235,9 @@ The following Embeddings models are available with [Azure Government](/azure/azu
 |  --- | --- | :---: | :---: |
 | `babbage-002` | North Central US <br> Sweden Central | 16,384 | Sep 2021 |
 | `davinci-002` | North Central US <br> Sweden Central | 16,384 | Sep 2021 |
-| `gpt-35-turbo` (0613) | North Central US <br> Sweden Central | 4,096 | Sep 2021 |
-| `gpt-35-turbo` (1106) | North Central US <br> Sweden Central | Input: 16,385<br> Output: 4,096 |  Sep 2021|
-| `gpt-35-turbo` (0125)  | North Central US <br> Sweden Central  | 16,385 | Sep 2021 |
+| `gpt-35-turbo` (0613) | East US2 <br> North Central US <br> Sweden Central | 4,096 | Sep 2021 |
+| `gpt-35-turbo` (1106) | East US2 <br> North Central US <br> Sweden Central | Input: 16,385<br> Output: 4,096 |  Sep 2021|
+| `gpt-35-turbo` (0125)  | East US2 <br> North Central US <br> Sweden Central  | 16,385 | Sep 2021 |
 
 ### Whisper models
 

articles/ai-services/openai/includes/model-matrix/quota.md

@@ -16,7 +16,7 @@ The default quota for models varies by model and region. Default quota limits ar
 | brazilsouth      | -       | -           | -             | -               | -              | -                       | 350 K                    | -                        | -                        | -             | -                        | -             | -                        | -                         | -                              | -                              |
 | canadaeast       | 40 K    | 80 K        | 80 K          | -               | 300 K          | -                       | 350 K                    | 350 K                    | 350 K                    | -             | -                        | -             | -                        | -                         | -                              | -                              |
 | eastus           | -       | -           | 80 K          | -               | 240 K          | 240 K                   | 240 K                    | 350 K                    | 350 K                    | -             | -                        | -             | -                        | -                         | -                              | -                              |
-| eastus2          | -       | 80 K        | 80 K          | -               | 300 K          | -                       | 350 K                    | 350 K                    | 350 K                    | -             | -                        | -             | -                        | -                         | -                              | -                              |
+| eastus2          | -       | 80 K        | 80 K          | -               | 300 K          | -                       | 350 K                    | 350 K                    | 350 K                    | -             | -                        | -             | -                        | 250 K                     | 250 K                          | 250 K                          |
 | francecentral    | 20 K    | 60 K        | 80 K          | -               | 240 K          | -                       | 240 K                    | -                        | -                        | -             | -                        | -             | -                        | -                         | -                              | -                              |
 | japaneast        | -       | -           | -             | 30 K            | 300 K          | -                       | 350 K                    | -                        | -                        | -             | -                        | -             | -                        | -                         | -                              | -                              |
 | northcentralus   | -       | -           | 80 K          | -               | 300 K          | -                       | 350 K                    | -                        | -                        | 240 K         | 250 K                    | 240 K         | 250 K                    | 250 K                     | 250 K                          | 250 K                          |

articles/ai-services/openai/whats-new.md

@@ -10,12 +10,24 @@ ms.custom:
   - ignite-2023
   - references_regions
 ms.topic: whats-new
-ms.date: 03/12/2024
+ms.date: 04/02/2024
 recommendations: false
 ---
 
 # What's new in Azure OpenAI Service
 
+## April 2024
+
+### Fine-tuning is now supported in East US 2
+
+Fine-tuning is now available in East US 2 with support for:
+
+- `gpt-35-turbo` (0613)
+- `gpt-35-turbo` (1106)
+- `gpt-35-turbo` (0125)
+
+Check the [models page](concepts/models.md#fine-tuning-models), for the latest information on model availability and fine-tuning support in each region.  
+
 ## March 2024
 
 ### Risks & Safety monitoring in Azure OpenAI Studio

articles/ai-services/speech-service/get-started-stt-diarization.md

@@ -14,7 +14,7 @@ keywords: speech to text, speech to text software
 #customer intent: As a developer, I want to create speech to text applications that use diarization to improve readability of multiple person conversations.
 ---
 
-# Quickstart: Create real-time diarization (Preview)
+# Quickstart: Create real-time diarization
 
 ::: zone pivot="programming-language-csharp"
 [!INCLUDE [C# include](includes/quickstarts/stt-diarization/csharp.md)]

articles/ai-services/speech-service/includes/quickstarts/stt-diarization/cpp.md

@@ -142,9 +142,6 @@ Follow these steps to create a console application and install the Speech SDK.
 
    The application recognizes speech from multiple participants in the conversation. Your audio file should contain multiple speakers.
 
-   > [!NOTE]
-   > The service performs best with at least 7 seconds of continuous audio from a single speaker. This allows the system to differentiate the speakers properly. Otherwise the Speaker ID is returned as `Unknown`.
-
 1. To change the speech recognition language, replace `en-US` with another [supported language](~/articles/cognitive-services/speech-service/supported-languages.md). For example, `es-ES` for Spanish (Spain). The default language is `en-US` if you don't specify a language. For details about how to identify one of multiple languages that might be spoken, see [language identification](~/articles/cognitive-services/speech-service/language-identification.md).
 
 1. [Build and run](/cpp/build/vscpp-step-2-build) your application to start conversation transcription:

articles/ai-services/speech-service/includes/quickstarts/stt-diarization/csharp.md

@@ -121,9 +121,6 @@ Follow these steps to create a console application and install the Speech SDK.
 
    The application recognizes speech from multiple participants in the conversation. Your audio file should contain multiple speakers.
 
-   > [!NOTE]
-   > The service performs best with at least 7 seconds of continuous audio from a single speaker. This allows the system to differentiate the speakers properly. Otherwise the Speaker ID is returned as `Unknown`.
-
 1. To change the speech recognition language, replace `en-US` with another [supported language](~/articles/cognitive-services/speech-service/supported-languages.md). For example, `es-ES` for Spanish (Spain). The default language is `en-US` if you don't specify a language. For details about how to identify one of multiple languages that might be spoken, see [language identification](~/articles/cognitive-services/speech-service/language-identification.md).
 
 1. Run your console application to start conversation transcription:

articles/ai-services/speech-service/includes/quickstarts/stt-diarization/intro.md

@@ -8,9 +8,6 @@ ms.author: eur
 
 In this quickstart, you run an application for speech to text transcription with real-time diarization. Diarization distinguishes between the different speakers who participate in the conversation. The Speech service provides information about which speaker was speaking a particular part of transcribed speech. 
 
-> [!NOTE]
-> Real-time diarization is currently in public preview.
-
 The speaker information is included in the result in the speaker ID field. The speaker ID is a generic identifier assigned to each conversation participant by the service during the recognition as different speakers are being identified from the provided audio content.
 
 > [!TIP]

articles/ai-services/speech-service/includes/quickstarts/stt-diarization/java.md

@@ -148,9 +148,6 @@ Follow these steps to create a console application for conversation transcriptio
 
    The application recognizes speech from multiple participants in the conversation. Your audio file should contain multiple speakers.
 
-   > [!NOTE]
-   > The service performs best with at least 7 seconds of continuous audio from a single speaker. This allows the system to differentiate the speakers properly. Otherwise the Speaker ID is returned as `Unknown`.
-
 1. To change the speech recognition language, replace `en-US` with another [supported language](~/articles/cognitive-services/speech-service/supported-languages.md). For example, `es-ES` for Spanish (Spain). The default language is `en-US` if you don't specify a language. For details about how to identify one of multiple languages that might be spoken, see [language identification](~/articles/cognitive-services/speech-service/language-identification.md).
 
 1. Run your new console application to start conversation transcription:

articles/ai-services/speech-service/includes/quickstarts/stt-diarization/javascript.md

@@ -93,9 +93,6 @@ Follow these steps to create a new console application for conversation transcri
 
    The application recognizes speech from multiple participants in the conversation. Your audio file should contain multiple speakers.
 
-   > [!NOTE]
-   > The service performs best with at least 7 seconds of continuous audio from a single speaker. This allows the system to differentiate the speakers properly. Otherwise the Speaker ID is returned as `Unknown`.
-
 1. To change the speech recognition language, replace `en-US` with another [supported language](~/articles/cognitive-services/speech-service/supported-languages.md). For example, `es-ES` for Spanish (Spain). The default language is `en-US` if you don't specify a language. For details about how to identify one of multiple languages that might be spoken, see [language identification](~/articles/cognitive-services/speech-service/language-identification.md).
 
 1. Run your new console application to start speech recognition from a file: