Merge pull request #217404 from PatrickFarley/freshness-pass

[cog svcs] Freshness pass

Author: v-regandowner

articles/cognitive-services/Computer-vision/how-to/find-similar-faces.md

@@ -9,7 +9,7 @@ manager: nitinme
 ms.service: cognitive-services
 ms.subservice: face-api
 ms.topic: how-to
-ms.date: 05/05/2022
+ms.date: 11/07/2022
 ms.author: pafarley
 ms.custom: 
 ---
@@ -27,7 +27,7 @@ This guide demonstrates how to use the Find Similar feature in the different lan
 This guide uses remote images that are accessed by URL. Save a reference to the following URL string. All of the images accessed in this guide are located at this URL path.
 
 ```
-"https://csdx.blob.core.windows.net/resources/Face/media/"
+https://raw.githubusercontent.com/Azure-Samples/cognitive-services-sample-data-files/master/Face/images/
 ```
 
 ## Detect faces for comparison

articles/cognitive-services/Computer-vision/how-to/mitigate-latency.md

@@ -7,7 +7,7 @@ author: PatrickFarley
 manager: nitinme
 ms.service: cognitive-services
 ms.topic: how-to
-ms.date: 1/5/2021
+ms.date: 11/07/2021
 ms.author: pafarley
 ms.devlang: csharp
 ms.custom: cogserv-non-critical-vision
@@ -42,7 +42,7 @@ The Face service must then download the image from the remote server. If the con
 To mitigate this situation, consider [storing the image in Azure Premium Blob Storage](../../../storage/blobs/storage-upload-process-images.md?tabs=dotnet). For example:
 
 ``` csharp
-var faces = await client.Face.DetectWithUrlAsync("https://csdx.blob.core.windows.net/resources/Face/Images/Family1-Daughter1.jpg");
+var faces = await client.Face.DetectWithUrlAsync("https://raw.githubusercontent.com/Azure-Samples/cognitive-services-sample-data-files/master/Face/images/Family1-Daughter1.jpg");
 ```
 
 ### Large upload size
@@ -61,7 +61,7 @@ If the file to upload is large, that will impact the response time of the `Detec
 Mitigations:
 - Consider [storing the image in Azure Premium Blob Storage](../../../storage/blobs/storage-upload-process-images.md?tabs=dotnet). For example:
 ``` csharp
-var faces = await client.Face.DetectWithUrlAsync("https://csdx.blob.core.windows.net/resources/Face/Images/Family1-Daughter1.jpg");
+var faces = await client.Face.DetectWithUrlAsync("https://raw.githubusercontent.com/Azure-Samples/cognitive-services-sample-data-files/master/Face/images/Family1-Daughter1.jpg");
 ```
 - Consider uploading a smaller file.
     - See the guidelines regarding [input data for face detection](../concept-face-detection.md#input-data) and [input data for face recognition](../concept-face-recognition.md#input-data).

articles/cognitive-services/Computer-vision/overview-identity.md

@@ -8,7 +8,7 @@ manager: nitinme
 ms.service: cognitive-services
 ms.subservice: face-api
 ms.topic: overview
-ms.date: 06/13/2022
+ms.date: 11/06/2022
 ms.author: pafarley
 ms.custom: cog-serv-seo-aug-2020
 keywords: facial recognition, facial recognition software, facial analysis, face matching, face recognition app, face search by image, facial recognition search
@@ -40,7 +40,7 @@ This documentation contains the following types of articles:
 * The [conceptual articles](./concept-face-detection.md) provide in-depth explanations of the service's functionality and features.
 * The [tutorials](./enrollment-overview.md) are longer guides that show you how to use this service as a component in broader business solutions.
 
-For a more structured approach, follow a Learn module for Face.
+For a more structured approach, follow a Training module for Face.
 * [Detect and analyze faces with the Face service](/training/modules/detect-analyze-faces/)
 
 ## Example use cases

articles/cognitive-services/Computer-vision/overview-image-analysis.md

@@ -10,7 +10,7 @@ ms.service: cognitive-services
 ms.subservice: computer-vision 
 ms.custom: ignite-2022
 ms.topic: overview
-ms.date: 11/03/2022
+ms.date: 11/06/2022
 ms.author: pafarley
 keywords: computer vision, computer vision applications, computer vision service
 ---
@@ -37,7 +37,7 @@ This documentation contains the following types of articles:
 * The [conceptual articles](concept-tagging-images.md) provide in-depth explanations of the service's functionality and features.
 * The [tutorials](./tutorials/storage-lab-tutorial.md) are longer guides that show you how to use this service as a component in broader business solutions.
 
-For a more structured approach, follow a Learn module for Image Analysis.
+For a more structured approach, follow a Training module for Image Analysis.
 * [Analyze images with the Computer Vision service](/training/modules/analyze-images-computer-vision/)
 
 ## Image Analysis features

articles/cognitive-services/Computer-vision/toc.yml

@@ -312,7 +312,7 @@ items:
       href: https://azure.microsoft.com/support/legal/cognitive-services-compliance-and-privacy/
   - name: Support and help options
     href: ../cognitive-services-support-options.md?context=/azure/cognitive-services/computer-vision/context/context
-  - name: Learn modules
+  - name: Training modules
     href: /training/paths/explore-computer-vision-microsoft-azure/
   - name: Azure updates
     href: https://azure.microsoft.com/updates/?product=cognitive-services

articles/cognitive-services/Computer-vision/vehicle-analysis.md

@@ -9,7 +9,7 @@ ms.service: cognitive-services
 ms.subservice: computer-vision
 ms.custom: ignite-2022
 ms.topic: conceptual
-ms.date: 09/28/2022
+ms.date: 11/07/2022
 ms.author: pafarley
 ---
 
@@ -21,11 +21,14 @@ Vehicle analysis is a set of capabilities that, when used with the Spatial Analy
 
 * To utilize the operations of vehicle analysis, you must first follow the steps to [install and run spatial analysis container](./spatial-analysis-container.md) including configuring your host machine, downloading and configuring your [DeploymentManifest.json](https://github.com/Azure-Samples/cognitive-services-sample-data-files/blob/master/ComputerVision/spatial-analysis/DeploymentManifest.json) file, executing the deployment, and setting up device [logging](spatial-analysis-logging.md). 
    * When you configure your [DeploymentManifest.json](https://github.com/Azure-Samples/cognitive-services-sample-data-files/blob/master/ComputerVision/spatial-analysis/DeploymentManifest.json) file, refer to the steps below to add the graph configurations for vehicle analysis to your manifest prior to deploying the container. Or, once the spatial analysis container is up and running, you may add the graph configurations and follow the steps to redeploy. The steps below will outline how to properly configure your container.
-If you don't have an Azure subscription, create a [free account](https://azure.microsoft.com/free/?WT.mc_id=A261C142F) before you begin.
+* If you don't have an Azure subscription, create a [free account](https://azure.microsoft.com/free/?WT.mc_id=A261C142F) before you begin.
 
 > [!NOTE]
 > Make sure that the edge device has at least 50GB disk space available before deploying the Spatial Analysis module.
 
+> [!div class="nextstepaction"]
+> <a href="https://microsoft.qualtrics.com/jfe/form/SV_0Cl5zkG3CnDjq6O?PLanguage=CSHARP&Pillar=Vision&Product=spatial-analysis&Page=howto&Section=prerequisites" target="_target">I ran into an issue</a>
+
 ## Vehicle analysis operations
 
 Similar to Spatial Analysis, vehicle analysis enables the analysis of real-time streaming video from camera devices. For each camera device you configure, the operations for vehicle analysis will generate an output stream of JSON messages that are being sent to your instance of Azure IoT Hub.
@@ -140,6 +143,9 @@ Below is the graph optimized for the **vehicle in polygon** operation, utilized
 }
 ```
 
+> [!div class="nextstepaction"]
+> <a href="https://microsoft.qualtrics.com/jfe/form/SV_0Cl5zkG3CnDjq6O?PLanguage=CSHARP&Pillar=Vision&Product=spatial-analysis&Page=howto&Section=configuring-the-vehicle-analysis-operations" target="_target">I ran into an issue</a>
+
 ## Sample cognitiveservices.vision.vehicleanalysis-vehiclecount-preview and cognitiveservices.vision.vehicleanalysis-vehiclecount.cpu-preview output
 
 The JSON below demonstrates an example of the vehicle count operation graph output.

articles/cognitive-services/Content-Moderator/overview.md

@@ -9,7 +9,7 @@ manager: nitinme
 ms.service: cognitive-services
 ms.subservice: content-moderator
 ms.topic: overview
-ms.date: 09/29/2021
+ms.date: 11/06/2021
 ms.author: pafarley
 ms.custom: cog-serv-seo-aug-2020
 keywords: content moderator, azure content moderator, online moderator, content filtering software, content moderation service, content moderation
@@ -32,7 +32,7 @@ This documentation contains the following article types:
 * [**Concepts**](text-moderation-api.md) provide in-depth explanations of the service functionality and features.  
 * [**Tutorials**](ecommerce-retail-catalog-moderation.md) are longer guides that show you how to use the service as a component in broader business solutions.
 
-For a more structured approach, follow a Learn module for Content Moderator.
+For a more structured approach, follow a Training module for Content Moderator.
 * [Introduction to Content Moderator](/training/modules/intro-to-content-moderator/)
 * [Classify and moderate text with Azure Content Moderator](/training/modules/classify-and-moderate-text-with-azure-content-moderator/)
 

articles/cognitive-services/Content-Moderator/toc.yml

@@ -86,7 +86,7 @@
         href: https://azure.microsoft.com/support/legal/cognitive-services-compliance-and-privacy/
   - name: Support and help options
     href: ../cognitive-services-support-options.md?context=/azure/cognitive-services/content-moderator/context/context
-  - name: Learn modules
+  - name: Training modules
     href: /training/browse/?terms=content+moderator
   - name: Azure webinar series
     href: https://info.microsoft.com/cognitive-services-content-moderator-ondemand.html

articles/cognitive-services/Custom-Vision-Service/overview.md

@@ -9,7 +9,7 @@ manager: nitinme
 ms.service: cognitive-services
 ms.subservice: custom-vision
 ms.topic: overview
-ms.date: 07/20/2022
+ms.date: 11/06/2022
 ms.author: pafarley
 ms.custom: cog-serv-seo-aug-2020
 keywords: image recognition, image identifier, image recognition app, custom vision
@@ -33,7 +33,7 @@ This documentation contains the following types of articles:
 * The [tutorials](./iot-visual-alerts-tutorial.md) are longer guides that show you how to use this service as a component in broader business solutions.
 <!--* The [conceptual articles](Vision-API-How-to-Topics/call-read-api.md) provide in-depth explanations of the service's functionality and features.-->
 
-For a more structured approach, follow a Learn module for Custom Vision:
+For a more structured approach, follow a Training module for Custom Vision:
 * [Classify images with the Custom Vision service](/training/modules/classify-images-custom-vision/)
 * [Classify endangered bird species with Custom Vision](/training/modules/cv-classify-bird-species/)
 

articles/cognitive-services/personalizer/toc.yml

@@ -143,7 +143,7 @@
         href: https://azure.microsoft.com/global-infrastructure/services/?products=cognitive-services
       - name: Compliance and certification
         href: https://azure.microsoft.com/support/legal/cognitive-services-compliance-and-privacy/
-  - name: Learn modules
+  - name: Training modules
     href: /training/browse/?terms=personalizer
   - name: Support and help options
     href: ../cognitive-services-support-options.md?context=/azure/cognitive-services/personalizer/context/context