Merge pull request #260732 from MicrosoftDocs/main

12/8/2023 AM Publish

Author: Taojunshen

.openpublishing.publish.config.json

@@ -1257,6 +1257,7 @@
   "articles/stream-analytics/.openpublishing.redirection.stream-analytics.json",
   "articles/synapse-analytics/.openpublishing.redirection.synapse-analytics.json",
   "articles/virtual-machine-scale-sets/.openpublishing.redirection.virtual-machine-scale-sets.json",
-  "articles/virtual-machines/.openpublishing.redirection.virtual-machines.json"
+  "articles/virtual-machines/.openpublishing.redirection.virtual-machines.json",
+  "articles/operator-nexus/.openpublishing.redirection.operator-nexus.json"
 ]
 }

articles/ai-services/computer-vision/includes/custom-vision-ia-compare.md

@@ -19,6 +19,7 @@ ms.author: pafarley
 |Web Portal |[Customvision.ai](https://www.customvision.ai/) |[Vision Studio](https://portal.vision.cognitive.azure.com/gallery/featured) |
 |Libraries |REST, SDK |REST, Python Sample |
 |Minimum training data needed |15 images per category |2-5 images per category |
-|Training data storage |Uploaded to service |In customer’s blob storage account |
-|Model hosting |Cloud and Edge |Cloud hosting only, Edge container hosting to come |
-|AI quotient (AIQ) | <table ><col ><col ></colgroup><thead><tr><th>context</th><th>IC</br>(top-1 accuracy, 22 datasets)</th><th>OD</br>(mAP@50, 59 datasets)</th></tr></thead><tbody><tr><td>0 shot</td><td>N/A</td><td>N/A</td></tr><tr><td>2 shot</td><td>51.47</td><td>33.3</td></tr><tr><td>3 shot</td><td>56.73</td><td>37.0</td></tr><tr><td>5 shot</td><td>63.01</td><td>43.4</td></tr><tr><td>10 shot</td><td>68.95</td><td>54.0</td></tr><tr><td>full</td><td>85.25</td><td>76.6</td></tr></tbody></table> | <table ><col ><col ></colgroup><thead><tr><th>context</th><th>IC</br>(top-1 accuracy, 22 datasets)</th><th>OD</br>(mAP@50, 59 datasets)</th></tr></thead><tbody><tr><td>0 shot</td><td>57.8</td><td>27.1</td></tr><tr><td>2 shot</td><td>73.02</td><td>49.2</td></tr><tr><td>3 shot</td><td>75.51</td><td>61.1</td></tr><tr><td>5 shot</td><td>79.14</td><td>68.2</td></tr><tr><td>10 shot</td><td>81.31</td><td>75.0</td></tr><tr><td>full</td><td>90.98</td><td>85.4</td></tr></tbody></table> |
+|Training data storage |Uploaded to service |Customer’s blob storage account |
+|Model hosting |Cloud and edge |Cloud hosting only, edge container hosting to come |
+|AI quality | <table ><col ><col ></colgroup><thead><tr><th>context</th><th>IC</br>(top-1 accuracy, 22 datasets)</th><th>OD</br>(mAP@50, 59 datasets)</th></tr></thead><tbody><tr><td>0 shot</td><td>N/A</td><td>N/A</td></tr><tr><td>2 shot</td><td>51.47</td><td>33.3</td></tr><tr><td>3 shot</td><td>56.73</td><td>37.0</td></tr><tr><td>5 shot</td><td>63.01</td><td>43.4</td></tr><tr><td>10 shot</td><td>68.95</td><td>54.0</td></tr><tr><td>full</td><td>85.25</td><td>76.6</td></tr></tbody></table> | <table ><col ><col ></colgroup><thead><tr><th>context</th><th>IC</br>(top-1 accuracy, 22 datasets)</th><th>OD</br>(mAP@50, 59 datasets)</th></tr></thead><tbody><tr><td>0 shot</td><td>57.8</td><td>27.1</td></tr><tr><td>2 shot</td><td>73.02</td><td>49.2</td></tr><tr><td>3 shot</td><td>75.51</td><td>61.1</td></tr><tr><td>5 shot</td><td>79.14</td><td>68.2</td></tr><tr><td>10 shot</td><td>81.31</td><td>75.0</td></tr><tr><td>full</td><td>90.98</td><td>85.4</td></tr></tbody></table> |
+| Pricing | [Custom Vision pricing](/pricing/details/cognitive-services/custom-vision-service/) | [Image Analysis pricing](/pricing/details/cognitive-services/computer-vision/) |

articles/ai-services/computer-vision/includes/custom-vision-shelf-compare.md

@@ -14,12 +14,12 @@ ms.author: pafarley
 |Areas | Products on Shelves – Custom Vision |Product Recognition – Image Analysis API/Customization |
 |---|---|---|
 |Features | Custom product understanding |Image stitching & rectification,</br>Pretrained product understanding,</br>Custom product understanding,</br>Planogram matching |  
-|Base model |CNN |Florence |
+|Base model |CNN |Florence transformer model|
 |Labeling |[Customvision.ai](https://www.customvision.ai/) |AML Studio or COCO file |
 |Web Portal |[Customvision.ai](https://www.customvision.ai/) |[Vision Studio](https://portal.vision.cognitive.azure.com/gallery/featured) |
 |Libraries |REST, SDK |REST, Python Sample |
 |Minimum training data needed |15 images per category |2-5 images per category| 
-|Training data storage |Uploaded to service |In customer’s blob storage account |
-|Model hosting |Cloud and Edge |Cloud hosting only, Edge container hosting to come |
-|AI quotient (AIQ)| <table ><colgroup><col ><col ></colgroup><thead><tr><th>context</th><th>Top-1 accuracy, 14 datasets</th></tr></thead><tbody><tr><td>1 shot (catalog)</td><td>29.4</td></tr><tr><td>2 shot</td><td>57.1</td></tr><tr><td>3 shot</td><td>66.7</td></tr><tr><td>5 shot</td><td>80.8</td></tr><tr><td>10 shot</td><td>86.4</td></tr><tr><td>full</td><td>94.9</td></tr></tbody></table>| <table ><colgroup><col ><col ></colgroup><thead><tr><th>context</th><th>Top-1 accuracy, 14 datasets</th></tr></thead><tbody><tr><td>1 shot (catalog)</td><td>86.9</td></tr><tr><td>2 shot</td><td>88.8</td></tr><tr><td>3 shot</td><td>89.8</td></tr><tr><td>5 shot</td><td>90.3</td></tr><tr><td>10 shot</td><td>91.0</td></tr><tr><td>full</td><td>95.4</td></tr></tbody></table>|
-
+|Training data storage |Uploaded to service |Customer’s blob storage account |
+|Model hosting |Cloud and edge |Cloud hosting only, edge container hosting to come |
+|AI quality| <table ><colgroup><col ><col ></colgroup><thead><tr><th>context</th><th>Top-1 accuracy, 14 datasets</th></tr></thead><tbody><tr><td>1 shot (catalog)</td><td>29.4</td></tr><tr><td>2 shot</td><td>57.1</td></tr><tr><td>3 shot</td><td>66.7</td></tr><tr><td>5 shot</td><td>80.8</td></tr><tr><td>10 shot</td><td>86.4</td></tr><tr><td>full</td><td>94.9</td></tr></tbody></table>| <table ><colgroup><col ><col ></colgroup><thead><tr><th>context</th><th>Top-1 accuracy, 14 datasets</th></tr></thead><tbody><tr><td>1 shot (catalog)</td><td>86.9</td></tr><tr><td>2 shot</td><td>88.8</td></tr><tr><td>3 shot</td><td>89.8</td></tr><tr><td>5 shot</td><td>90.3</td></tr><tr><td>10 shot</td><td>91.0</td></tr><tr><td>full</td><td>95.4</td></tr></tbody></table>|
+| Pricing | [Custom Vision pricing](/pricing/details/cognitive-services/custom-vision-service/) | [Image Analysis pricing](/pricing/details/cognitive-services/computer-vision/) |

articles/bastion/kerberos-authentication-portal.md

@@ -18,7 +18,8 @@ This article shows you how to configure Azure Bastion to use Kerberos authentica
 
 * The Kerberos setting for Azure Bastion can be configured in the Azure portal only and not with native client.
 * VMs migrated from on-premises to Azure aren't currently supported for Kerberos. 
-* Cross-realm authentication isn't currently supported for Kerberos. 
+* Cross-realm authentication isn't currently supported for Kerberos.
+* The Domain controller must be an Azure Hosted VM within the same VNET that bastion is deployed.
 * Changes to DNS server aren't currently supported for Kerberos. After making any changes to DNS server, you'll need to delete and re-create the Bastion resource.
 * If additional DC (domain controllers) are added, Bastion will only recognize the first DC.
 * If additional DCs are added for different domains, the added domains can't successfully authenticate with Kerberos.

articles/communication-services/concepts/analytics/enable-logging.md

@@ -51,11 +51,11 @@ You'll then be prompted to choose a name for your Diagnostic Setting, which is u
 
 ## Choose Destinations
 
-You'll also be prompted to select a destination to store the logs. Platform logs and metrics can be sent to the destinations in the following table, which is also included in Azure Monitor documentation in deeper detail: [Create diagnostic settings to send platform logs and metrics to different destinations](../../../azure-monitor/essentials/diagnostic-settings.md?tabs=CMD)
+You'll also be prompted to select a destination to store the logs. Platform logs and metrics can be sent to the destinations in the following table, which is also included in Azure Monitor documentation in deeper detail: [Create diagnostic settings to send platform logs and metrics to different destinations.](../../../azure-monitor/essentials/diagnostic-settings.md?tabs=CMD) 
 
 | Destination | Description |
 |:------------|:------------|
-| [Log Analytics workspace](../../../azure-monitor/logs/log-analytics-workspace-overview.md) | Sending logs and metrics to a Log Analytics workspace allows you to analyze them with other monitoring data collected by Azure Monitor using powerful log queries and also to use other Azure Monitor features such as alerts and visualizations. |
+| [Log Analytics workspace](../../../azure-monitor/logs/log-analytics-workspace-overview.md) | Sending logs and metrics to a Log Analytics workspace allows you to analyze them with other monitoring data collected by Azure Monitor using powerful log queries and also to use other Azure Monitor features such as alerts and visualizations. <br><br> If you don't have a Log Analytics workspace to send your data to, you must [create one before you proceed.](../../../azure-monitor/logs/quick-create-workspace.md) |
 | [Event Hubs](../../../event-hubs/index.yml) | Sending logs and metrics to Event Hubs allows you to stream data to external systems such as third-party SIEMs and other log analytics solutions. |
 | [Azure storage account](../../../storage/blobs/index.yml) | Archiving logs and metrics to an Azure storage account is useful for audit, static analysis, or backup. Compared to Azure Monitor Logs and a Log Analytics workspace, Azure storage is less expensive and logs can be kept there indefinitely. |
 
@@ -67,6 +67,13 @@ They're all viable and flexible options that can adapt to your specific storage
 
 ## Log Analytics Workspace for additional analytics features
 
-By choosing to send your logs to a [Log Analytics workspace](../../../azure-monitor/logs/log-analytics-overview.md) destination, you enable more features within Azure Monitor generally and for your Communications Services. Log Analytics is a tool within Azure portal used to create, edit, and run [queries](../../../azure-monitor/logs/queries.md) with data in your Azure Monitor logs and metrics and [Workbooks](../../../azure-monitor/visualize/workbooks-overview.md), [alerts](../../../azure-monitor/alerts/alerts-log.md), [notification actions](../../../azure-monitor/alerts/action-groups.md), [REST API access](/rest/api/loganalytics/), and many others.
+By choosing to send your logs to a [Log Analytics workspace](../../../azure-monitor/logs/log-analytics-overview.md) destination, you enable more features within Azure Monitor generally and for your Communications Services. Log Analytics is a tool within Azure portal used to create, edit, and run [queries](../../../azure-monitor/logs/queries.md) with data in your Azure Monitor logs and metrics and [Workbooks](../../../azure-monitor/visualize/workbooks-overview.md), [alerts](../../../azure-monitor/alerts/alerts-log.md), [notification actions](../../../azure-monitor/alerts/action-groups.md), [REST API access](/rest/api/loganalytics/), and many others. If you don't have a Log Analytics workspace, you must [create one before you proceed.](../../../azure-monitor/logs/quick-create-workspace.md)
 
 For your Communications Services logs, we've provided a useful [default query pack](../../../azure-monitor/logs/query-packs.md#default-query-pack) to provide an initial set of insights to quickly analyze and understand your data. These query packs are described here: [Log Analytics for Communications Services](query-call-logs.md).
+
+## Next Steps
+
+- If you don't have a Log Analytics workspace to send your data to, you must create one before you proceed. See: [Create a Log Analytics workspace](../../../azure-monitor/logs/quick-create-workspace.md)
+
+
+- You may start a Diagnostic Setting to use certain capabilities by enabling collection for all logs, however you should monitor costs associated with logs from Diagnostic Settings, see: [Controlling costs](../../../azure-monitor/essentials/diagnostic-settings.md#controlling-costs)

articles/communication-services/concepts/voice-video-calling/call-diagnostics.md

@@ -189,8 +189,8 @@ quality](https://learn.microsoft.com/azure/communication-services/concepts/voice
 
 -  How do I set up Call Diagnostics?
 
-    - Follow instructions to add diagnostic settings for your resource here [Enable logs via Diagnostic Settings in Azure Monitor.](../analytics/enable-logging.md) When prompted to select [select logs](../analytics/enable-logging.md#adding-a-diagnostic-setting) select "**allLogs**".
-    - If you have multiple Azure Communications Services Resource IDs you must enable these settings for each resource ID and query call details for participants within their respective Azure Communications Services Resource ID. Your data volume, retention, and CDC query usage in Log Analytics is billed through existing Azure data meters, monitor your data usage and retention policies for [cost considerations as needed](../../../azure-monitor/logs/cost-logs.md)
+    - Follow instructions to add diagnostic settings for your resource here [Enable logs via Diagnostic Settings in Azure Monitor.](../analytics/enable-logging.md) We recommend you initially collect all logs and then determine which logs you want to retain and for how long after you have an understanding of the capabilities in Azure Monitor. When adding your diagnostic setting you will be prompted to [select logs](../analytics/enable-logging.md#adding-a-diagnostic-setting), select "**allLogs**" to collect all logs. Your data volume, retention, and Call Diagnostics query usage in Log Analytics within Azure Monitor is billed through existing Azure data meters. You should monitor your data usage and retention policies for [cost considerations as needed](../../../azure-monitor/logs/cost-logs.md). Also see: [Controlling costs.](../../../azure-monitor/essentials/diagnostic-settings.md#controlling-costs)
+    - If you have multiple Azure Communications Services Resource IDs you must enable these settings for each resource ID and query call details for participants within their respective Azure Communications Services Resource ID. 
 
 - If Azure Communication Services participants join from different Azure Communication Services Resources, how will they display in Call Diagnostics?
 

articles/container-apps/faq.yml

@@ -10,7 +10,7 @@ metadata:
     - ignite-2023
   ms.date: 04/14/2023
   ms.author: cshoe
-title: Azure Container Apps frequently asked questions
+title: Azure Container Apps frequently asked questions (FAQs)
 summary: This article lists commonly asked questions about Azure Container Apps together with related answers.
 
 sections:

articles/data-lake-store/data-lake-store-hdinsight-hadoop-use-powershell-for-default-storage.md

@@ -166,7 +166,7 @@ In this section, you create a service principal for a Microsoft Entra applicatio
     $application = New-AzADApplication `
         -DisplayName "HDIADL" `
         -HomePage "https://contoso.com" `
-        -IdentifierUris "https://mycontoso.com" `
+        -IdentifierUris "https://contoso.com" `
         -CertValue $credential  `
         -StartDate $certificatePFX.NotBefore  `
         -EndDate $certificatePFX.NotAfter

articles/data-lake-store/data-lake-store-hdinsight-hadoop-use-powershell.md

@@ -180,7 +180,7 @@ In this section, you perform the steps to create a service principal for a Micro
     $application = New-AzADApplication `
         -DisplayName "HDIADL" `
         -HomePage "https://contoso.com" `
-        -IdentifierUris "https://mycontoso.com" `
+        -IdentifierUris "https://contoso.com" `
         -CertValue $credential  `
         -StartDate $certificatePFX.NotBefore  `
         -EndDate $certificatePFX.NotAfter

articles/defender-for-cloud/tutorial-enable-cspm-plan.md

@@ -80,6 +80,8 @@ Once the Defender CSPM plan is enabled on your subscription, you have the abilit
 
 1. Select **Continue**.
 
+For code to cloud contextualization capabilities and automated developer remediation workflows that come with your DCSPM plan at no additional cost, [connect your DevOps environments](defender-for-devops-introduction.md) to Defender for Cloud.
+
 ## Next steps
 
 [Cloud Security Posture Management (CSPM)](concept-cloud-security-posture-management.md)