Explore Azure AI Services: Curated list of prebuilt models and demos

This article is contributed. See the original author and article here.

Explore Azure AI Services: Prebuilt Models and Demos


Azure AI services provide a comprehensive suite of prebuilt models and demos designed to address a wide range of use cases. These models are readily accessible and allow you to implement AI-powered solutions seamlessly. We have curated and catalogued prebuilt demos available across Azure AI services. We hope this helps you infuse AI seamlessly into your products and services.


 


Speech Recognition


 


Speech to Text Scenarios


 










































Scenario Description Link
Real-time speech to text Quickly test your audio on a speech recognition endpoint without writing any code. Explore Demo
Whisper Model in Azure OpenAI Service Transcribe and translate audio content from 57 languages into English using OpenAI Whisper v2-large model. Explore Demo
Batch speech to text Transcribe large amounts of audio in storage asynchronously. Explore Demo
Custom Speech Improve speech recognition accuracy with domain-specific vocabulary and data. Explore Demo
Pronunciation Assessment Evaluate and get feedback on speech pronunciation accuracy and fluency. Explore Demo
Speech Translation Translate speech into other languages in real-time with low latency. Explore Demo

 


Text to Speech


 


Text to Speech Scenarios


 





































Scenario Description Link
Voice Gallery Choose from 486 voices across 148 languages and variants to create natural-sounding speech. Explore Demo
Custom Neural Voice Create a natural-sounding synthetic voice based on human voice recordings. Explore Demo
Personal Voice Create an AI voice from a human voice sample for personalized voice experiences. Explore Demo
Audio Content Creation Build highly natural audio content for various scenarios like audiobooks and video narrations. Explore Demo
Text to speech Avatar Turn your text into a video with an AI-generated avatar and realistic voice. Explore Demo

 



Other Scenarios




 







































Scenario






Description






Link






Captioning with Speech to Text






Use our sample application to learn how to use Azure Speech to automatically caption your content in real-time and offline by transcribing the audio of films, videos, live events, and more. Display the resulting text on a screen to provide an accessible experience. In this example, we leverage features like speech to text and phrase list.








Post Call Transcription & Analytics






Batch transcribe call center recordings and extract valuable information such as Personal Identifiable Information (PII), sentiment, and call summary. This demonstrates how to use the Speech and Language services to analyze call center conversations.








Live Chat Avatar






Engage in natural conversations with an avatar that recognizes users’ speech input and responds fluently with realistic AI voice.








Language Learning






Get instant feedback on pronunciation accuracy, fluency, prosody, grammar, and vocabulary from your chatting experience.








Video Translation






Seamlessly translate and generate videos in multiple languages automatically. With its powerful capabilities, you can efficiently localize your video content to cater to diverse audiences around the globe.









 


Vision Studio


 


Vision-Based Scenarios


 








































































Scenario Description Link
Video Retrieval and Summary Quickly summarize the main points of a video and search for specific moments. Explore Demo
Customize Models with Images Find specific objects within images for use cases like product placement and assembly line checks. Explore Demo
Add Dense Captions to Images Generate human-readable captions for all important objects detected in your image. Explore Demo
Remove Backgrounds from Images Easily remove the background and preserve foreground elements. Explore Demo
Add Captions to Images Generate a human-readable sentence that describes the content of an image. Explore Demo
Detect Common Objects in Images Detect and extract bounding boxes for recognizable objects and living beings. Explore Demo
Extract Text from Images Use OCR to extract printed and handwritten text from images, PDFs, and TIFF files. Explore Demo
Extract Common Tags from Images Extract tags based on recognizable objects, scenery, and actions. Explore Demo
Create Smart-Cropped Images Automatically crop images to emphasize the most important areas. Explore Demo
Detect Faces in an Image Detect the location of human faces and their attributes in images. Explore Demo
Count People in an Area Analyze video to count the number of people in a designated zone. Explore Demo
Detect When People Cross a Line Detect when a person crosses a line in the camera’s field of view. Explore Demo

 


 


Language Studio


 


Language Processing Scenarios


 













































































Scenario Description Link
Extract PII Identify sensitive personally identifiable information (PII) in text. Explore Demo
Extract Key Phrases Quickly identify the main points from unstructured text. Explore Demo
Find Linked Entities Disambiguate the identity of entities found in text by linking to a knowledge base. Explore Demo
Extract Named Entities Identify and categorize entities in text using Named Entity Recognition (NER). Explore Demo
Extract Health Information Extract and label medical information from unstructured texts. Explore Demo
Analyze Sentiment and Opinions Provide sentiment labels and confidence scores at the sentence and document level. Explore Demo
Detect Language Determine the language used in the input document and return a confidence score. Explore Demo
Custom Text Classification Create custom text classification projects with labeled data and trained models. Explore Demo
Answer Questions Extract answers to questions from passages of text provided. Explore Demo
Conversational Language Understanding Projects Build projects with labeled data and trained models for understanding conversational language. Explore Demo
Orchestration Projects Build and manage projects that integrate multiple language services. Explore Demo
Summarize Information Produce summaries for conversations or documents using summarization APIs. Explore Demo


Document Translation





Batch translate documents into one or more languages either from local storage or Azure Blob Storage





 


 


Document Intelligence


 


Document Analysis Scenarios


 



























Scenario Description Link
Read Extract printed and handwritten texts along with barcodes and formulas from documents. Explore Demo
Layout Extract tables, checkboxes, and text from forms and images. Explore Demo
General Documents Extract key-value pairs and structure from any form or document. Explore Demo


 

Prebuilt Models Scenarios



 

































































Scenario






Description






Invoices






Extract invoice details including customer and vendor details, totals, and line items.






Receipts






Extract transaction details from receipts including date, merchant information, and totals.






Identity Documents






Extract details from passports and ID cards.






US Health Insurance Cards






Extract details from US health insurance cards.






US personal tax






Classify then extract information from documents containing any number of W2s, 1040s, 1098s and 1099s.






US mortgage






Extract information from a variety of mortgage






US pay stubs






Extract employee information, payment information including earnings, deductions, net pay and more.






US bank statements






Extract bank statements






US checks






Extract amount, date, pay to order MICR numbers, name and address of the player, and more.






Marriage Certificates






Extract details from marriage certificates.






Credit Cards






Extract details from credit cards including card number and cardholder name.






Contracts






Extract title and signatory parties’ information from contracts.






Business Cards






Extract contact details from business cards.





 


Gen-AI Safety Solutions


 



Safeguard your image content




 
























Scenario






Description






Link






Moderate image content






This is a tool for evaluating different content moderation scenarios. It takes into account various factors such as the type of content, the platform’s policies, and the potential impact on users. Run moderation tests on sample content. Use Configure filters to rerun and further fine tune the test results. Add specific terms to the block list that you want detect and act on.








Moderate Multimodal content






Run moderation test on image and text combined contents. Assess the test results with detected severities.










Safeguard your Text




 


































Scenario






Description






Link






Moderate text content






Run moderation tests on text contents. Assess the test results with detected severities.








Groundedness Detection






Groundedness detection detects ungroundedness generated by the large language models (LLMs).








Protected Material Detection






Detect and protect third-party text material in LLM modules.








Prompt Shield






Prompt shields provides a unified API that addresses the following types of attacks: Jailbreak attacks and Indirect attacks.










Real-time Safety Measures




 



















Scenario






Description






Link






Monitor Online Activity






This will display your API usage, moderation results, and their distributions per category. You can customize the severity threshold for each category to view the updated results and deploy the new threshold to your end. Additionally, you can edit the blocklist on this page to respond to any incidences.








Remote Desktop Services enrolling for TLS certificate from an Enterprise CA

Remote Desktop Services enrolling for TLS certificate from an Enterprise CA

This article is contributed. See the original author and article here.

Hey! Rob Greene again.  Been on a roll with all things crypto as of late, and you are not going to be disappointed with this one either! 


 


Background 


 


Many know that Remote Desktop Services uses a self-signed certificate for its TLS connection from the RDS Client to the RDS Server over the TCP 3389 connection by default. However, Remote Desktop Services can be configured to enroll for a certificate against an Enterprise CA, instead of continuing to use those annoying self-signed certificates everywhere. 


I know there are other blogs out there that cover setting up the certificate template, and the group policy, but what if I told you most of the blogs that I have seen on this setup are incomplete, inaccurate, and do not explain what is happening with the enrollment and subsequent renewals of the RDS certificate!?  I know… Shocker!!! 


 


How this works 


 


The Remote Desktop Service looks for a certificate, in the computer personal store, that has a specific Enhanced Key Usage with the Object Identifier (OID) of 1.3.6.1.4.1.311.54.1.2, which is typically named Remote Desktop Authentication, or Server Authentication.  It prefers a certificate with the OID of Remote Desktop Authentication.  https://learn.microsoft.com/en-us/previous-versions/windows/it-pro/windows-server-2012-R2-and-2012/dn781533(v=ws.11)  


 


Sidebar:   


If you are a pretty regular consumer of the AskDS blog content you know how we love to recommend using one certificate on the server for a specific Enhanced Key Usage (EKU), and make sure that you have all the information required on the certificate so that it works with all applications that need to use the certificate.   


 


This certificate is no different.  I would recommend that the certificate that is used ONLY has the EKU for Remote Desktop Authentication and DOES NOT have an EKU of Server Authentication at all.  The reason for this is that this certificate should not be controlled / maintained via Autoenrollment/renewal behaviors.  This needs to be maintained by the Remote Desktop Configuration service, and you do not want certificates being used by other applications being replaced by a service like this as it will cause an issue in the long run. 


 


There is a group policy setting that can be enabled to configure the Remote Desktop Service to enroll for the specified certificate and gives the NT AuthorityNetworkService account permission to the certificates private key which is a requirement for this to work.   


The interesting thing about this is that you would think that the Remote Desktop Service service would be the service responsible for enrolling for this certificate, however it is the Remote Desktop Configuration (SessionEnv) service that is responsible for initial certificate requests as well as certificate renewals.   


 


It is common to see the RDS Authentication Certificate template configured for autoenrollment, however this is one of the worse things you can do, and WILL cause issues with Remote Desktop Services once the certificate renewal timeframe comes in.  Autoenrollment will archive the existing certificate causing RDS to no longer be able to find the existing certificate; then when you require TLS on the RDS Listener, users will fail to connect to the server.  Then, at some point, Remote Desktop Configuration service will replace the newly issued certificate with a new one because it maintains the Thumbprint of the certificate that RDS should be using within WMI.  When it tries to locate the original thumbprint and cannot find it, it will then attempt to enroll for a new one at the next service start. This is generally when we see the cases rolling in to the Windows Directory Services team because it appears to be a certificate issue even though this is a Remote Desktop Services configuration issue. 


 


What we want to do is first make sure that all the steps are taken to properly configure the environment so that the Remote Desktop Configuration service is able to properly issue certificates. 


 


The Steps 


 


Like everything in IT (information technology), there is a list of steps that need to be completed to get this setup properly. 



  1. Configure the certificate template and add it to a Certification Authority to issue the template. 

  2. Configure the Group Policy setting. 


 


Configuring the Certificate Template 


 


The first step in the process is to create and configure the certificate template that we want to use: 



  1. Log on to a computer that has the Active Directory Certificate Services Tools Remote Server Administration Tools (RSAT) installed or a Certification Authority within the environment. 

  2. Launch:  CertTmpl.msc  (Certificate Template MMC) 

  3. Find the template named Computer, right click on it and select Duplicate Template. 

  4. On the Compatibility tab, select up to Windows Server 2012 R2 for Certification Authority and Certificate recipient.  Going above this might cause issues with CEP / CES environments. 

  5. On the General tab, we need to give the template a name and validity period. 

    1. Type in a good descriptive name in the Template display name field. 

    2. If you would like to change the Validity period, you can do that as well. 

    3. You should NOT check the box Publish certificate in Active Directory. 




 


RobGreene_0-1715380443605.png


 


 


 NOTE: Make sure to copy the value in the Template name field, as this is the name that you will need to type in the group policy setting.  Normally it will be the display name without any spaces in the name, but do not rely on this.  Use the value you see during template creation or when looking back at the template later. 


 


6.  On the Extensions tab, the Enhanced Key Usage / Application Policies need to be modified. 


a.  Select Application Policies, and then click on the Edit button. 


 


RobGreene_1-1715380443608.png


 


 b.  Multi select or select individually Client Authentication and Server Authentication and click the Remove button. 


 


RobGreene_2-1715380443609.png


 


 


c.  Click the Add button, and then click on the New button if you need to create the Application Policy for Remote Desktop Authentication.  Otherwise find the Remote Desktop Authentication policy in the list and click the OK button. 


d.  If you need to create the Remote Desktop Authentication application policy, click the Add button, and then for the Name type in Remote Desktop Authentication, and type in 1.3.6.1.4.1.311.54.1.2 for the Object identifier value, and click the OK button. 


 


RobGreene_3-1715380443610.png


 


e.  Verify the newly created Remote Desktop Authentication application policy, and then click the OK button twice. 


 


RobGreene_4-1715380443612.png


 


 


7.  Remote Desktop service can use a Key Storage Provider (KSP).  So, if you would like to change over from a Legacy Cryptographic Service Provider (CSP) to using a Key Storage Provider this can be done on the Cryptography tab. 


8.  Get the permissions set properly.  To do this click on the Security tab. 


a.  Click the Add button and add any specific computer or computer groups you want to enroll for a certificate. 


b.  Then Make sure to ONLY select Allow Enroll permission.  DO NOT select Autoenroll. 


 


RobGreene_5-1715380443613.png


 


NOTE:  Please keep in mind that Domain Controllers DO NOT belong to the Domain Computers group, so if you want all workstations, member server and Domain Controllers to enroll for this certificate, you will need Domain Computers  and Enterprise Domain Controllers or Domain Controllers groups added with the security permission of Allow – Enroll. 


 


9.  When done making other changes to the template as needed, click the OK button to save the template. 


 


Configure the Group Policy 


 


After working through getting the certificate template created and configured to your liking, the next step in the process is to setup the Group Policy Object properly.  The group policy setting that needs to be configured is located at:    Computer ConfigurationPoliciesAdministrative TemplatesWindows ComponentsRemote Desktop ServicesRemote Desktop Session HostSecurity 


    With the Policy “Server authentication certificate template


 


When adding the template name to this group policy it will accept one of two things: 



  1. Certificate template name, again this is NOT the certificate template display name. 

  2. Certificate templates Object Identifier value.  Using this is not common, however some engineers will recommend this over the template name. 


RobGreene_6-1715380573109.png


 


 If you use the certificate template display name, the Remote Desktop Configuration service (SessionEnv) will successfully enroll for the certificate, however the next time the policy applies it will enroll for a new certificate again.  This causes enrollments to happen and can make a CA very busy. 


 


Troubleshoot issues of certificate issuance 


 


Troubleshooting problems with certificate issuance is usually easy once you have a good understanding of how Remote Desktop Services goes about doing the enrollment, and there are only a few things to check out. 


 


Investigating what Certificate Remote Desktop Service is configured to use. 


 


The first thing to investigate is figuring out what certificate, if any,the Remote Desktop Services is currently configured to use.  This is done by running a WMI query and can be done via PowerShell or good’ol WMIC.  (Note: WMIC is deprecated and will be removed at a future date.)


PowerShell:  Get-WmiObject -Class “Win32_TSGeneralSetting” -Namespace Rootcimv2Terminalservices  

WMIC: wmic /namespace:rootcimv2TerminalServices PATH Win32_TSGeneralSetting Get SSLCertificateSHA1Hash 

We are interested in the SSLCertificateSHA1Hash value that is returned.  This will tell us the thumbprint of the certificate it is attempting to load. 


Keep in mind that if the Remote Desktop Service is still using the self-signed certificate, it can be found by: 



  1.  launch the local computer certificate store (CertLM.msc).

  2. Once the Computer store opened look for the store named: Certificates – Local ComputerRemote DesktopCertificates. 

  3. We would then double click on the certificate, then click on the Details tab, and find the field named Thumbprint. 

  4. Then validate if this value matches the value of SSLCertificateSHA1Hash from the output. 


If there is no certificate in the Remote Desktop store, or if the SSLCertificateSHA1Hash value does not match any of the certificates in the store Thumbprint field, then it would be best to visit the Certificates – Local ComputerPersonalCertificates store next.  Look for a certificate that has the Thumbprint field matching the SSLCertificateSHA1Hash value. 


 


Does the Remote Desktop Service have permission to the Certificate private key 


 


Once the certificate has been tracked down, we then must figure out if the certificate has a private key and if so, does the account running the service have permission to the private key? 


If you are using Group Policy to deploy the certificate template information and the computer has permissions to enroll for the certificate, then the permissions in theory should be configured properly for the private key and have the NT AuthorityNetworkService with Allow – Read permissions to the private key. 


If you are having this problem, then more than likely the environment is NOT configured to deploy the certificate template via the group policy setting, and it is just relying on computer certificate autoenrollment and a certificate that is valid for Server Authentication.  Relying on certificate autoenrollment is not going to configure the correct permissions for the private key and add Network Service account permissions. 


To check this, follow these steps: 



  1. launch the local computer certificate store (CertLM.msc).

  2. Once the Computer store opened look for the store named: Certificates – Local ComputerPersonalCertificates.

  3. Right click on the certificate that you are interested in, then select All Tasks, and click on Manage Private Keys. 


RobGreene_7-1715380626210.png


 


4.  Verify that Network Service account has Allow – Read Permissions.  If not, then add it. 


 


RobGreene_8-1715380626213.png


 


a.  Click the Add button. 


b.  In the Select Users or Groups, click the Locations button, and select the local computer in the list. 


c.  Type in the name “Network Service 


 


RobGreene_9-1715380626214.png


 


 d.  Then click the Check Names button, and then click the OK button. 


5.  If the certificate does not appear to have a private key associated with it in via the Local Computer Certificate store snapin, then you may want to run the following CertUtil command to see if you can repair the association.  CertUtil -RepairStore My [* / CertThumbprint]. 


 


How to change the certificate that Remote Desktop Services is using 


 


If you have determined that Remote Desktop Services is using the wrong certificate, there are a couple of things that we can do to resolve this. 



  1. We can delete the certificate from the Computer Personal store and then cycle the Remote Desktop Configuration (SessionEnv) service.  This would cause immediate enrollment of a certificate using the certificate template defined in the group policy. 


PowerShell: 
$RDPSettings = Get-WmiObject -Class “Win32_TSGeneralSetting” -Namespace Rootcimv2Terminalservices -Filter “TerminalName=’rdp-tcp'” 
CertUtil -DelStore My $RDPSettings.SSLCertificateSHA1Hash 
Net Stop SessionEnv 
Net Start SessionEnv 

2.  We could update the Thumbprint value in WMI to reference another certificates thumbprint. 


 


PowerShell: 
$PATH = (Get-WmiObject -class “Win32_TSGeneralSetting” -Namespace rootcimv2terminalservices)
 
Set-WmiInstance -Path $PATH -argument @{SSLCertificateSHA1Hash=”CERTIFICATETHUMBRPINT”} 

WMIC:  wmic /namespace:rootcimv2TerminalServices PATH Win32_TSGeneralSetting Set SSLCertificateSHA1Hash = “CERTIFICATETHUMBPRINT” 

 


Conclusion 


 


The first thing to remember is deploying certificates for Remote Desktop Services is best done by the Group Policy setting and to NOT setup the certificate template for autoenrollment.  Setting the template up for autoenrollment will cause certificate issuance problems within the environment from multiple angles. 



  1. Unless you modify the certificate templates default Key Permissions setting found on the Request Handling tab, the account running the Remote Desktop Service will not have permission to the private key if the certificate is acquired via autoenrollment.  This is not something that we would recommend. 


RobGreene_10-1715380775676.png


 


 This will cause a scenario where even if the SSLCertificateSHA1Hash value is correct, it will not be able to use the certificate because it will not have permission to use the private key.  If you do have the template configured for custom Private Key permissions, you could again still have issues with the WMI SSLCertificateSHA1Hash value not being correct. 


 


2.  Configure the group policy setting properly as well as the certificate template.  It is best to manage this configuration via group policy and you can ensure consistent experience for all RDS connections. 


 


I know that a lot of you might have deeper questions about how the Remote Desktop Configuration service does this enrollment process, however, please keep in mind that the Remote Desktop Service is really owned by the Windows User Experience team in CSS, and so us Windows Directory Services engineers may not have that deeper level knowledge.  We just get called in when the certificates do not work or fail to get issued.  This is how we tend to know so much about the most common misconfigurations for this solution. 


 


Rob “Why are RDS Certificates so complicated” Greene 


 

Mseries announcements – GA of Mv3 High Memory and details on Mv3 Very High Memory virtual machines

This article is contributed. See the original author and article here.

Mv3 High Memory General Availability


Executing on our plan to have our third version of M-series (Mv3) powered by 4th generation Intel® Xeon® processors (Sapphire Rapids) across the board, we’re excited to announce that Mv3 High Memory (HM) virtual machines (VMs) are now generally available. These next-generation M-series High Memory VMs give customers faster insights, more uptime, lower total cost of ownership and improved price-performance for their most demanding workloads. Mv3 HM VMs are supported for RISE with SAP customers as well. With the release of this Mv3 sub-family and the sub-family that offers around 32TB memory, Microsoft is the only public cloud provider that can provide HANA certified VMs from around 1TB memory to around 32TB memory all powered by 4th generation Intel® Xeon® processors (Sapphire Rapids).


 


Key features on the new Mv3 HM VMs



  • The Mv3 HM VMs can scale for workloads from 6TB to 16TB.

  • Mv3 delivers up to 40% throughput over our Mv2 High Memory (HM), enabling significantly faster SAP HANA data load times for SAP OLAP workloads and significant higher performance per core for SAP OLTP workloads over the previous generation Mv2.

  • Powered by Azure Boost, Mv3 HM provides up to 2x more throughput to Azure premium SSD storage and up to 25% improvement in network throughput over Mv2, with more deterministic performance.

  • Designed from the ground up for increased resilience against failures in memory, disks, and networking based on intelligence from past generations.

  • Available in both disk and diskless offerings allowing customers the flexibility to choose the option that best meets their workload needs.


During our private preview, several customers such as SwissRe unlocked gains from the new VM sizes. In their own words:


Mv3 High Memory VM results are promising – in average we see a 30% increase in the performance without any big adjustment.”



  • SwissRe


 


Msv3 High Memory series (NVMe) 


































































Size 



vCPU 



Memory in GiB 



Max data disks 



Max uncached Premium SSD  throughput: IOPS/MBps 



Max uncached Ultra Disk and Premium SSD V2 disk throughput: IOPS/MBps 



Max NICs 



Max network bandwidth (Mbps) 



Standard_M416s_6_v3 



416 



5,696 



64 



130,000/4,000 



130,000/4,000 





40,000 



Standard_M416s_8_v3 



416 



7,600 



64 



130,000/4,000 



130,000/4,000 





40,000 



Standard_M624s_12_v3 



624 



11,400 



64 



130,000/4,000 



130,000/4,000 





40,000 



Standard_M832s_12_v3 



832 



11,400 



64 



130,000/4,000 



130,000/4,000 





40,000 



Standard_M832s_16_v3 



832 



15,200 



64 



130,000/ 8,000 



260,000/ 8,000 





40,000 



 


Msv3 High Memory series (SCSI) 


































































Size 



vCPU 



Memory in GiB 



Max data disks 



Max uncached Premium SSD  throughput: IOPS/MBps 



Max uncached Ultra Disk and Premium SSD V2 disk throughput: IOPS/MBps 



Max NICs 



Max network bandwidth (Mbps) 



Standard_M416s_6_v3 



416 



5,696 



64 



130,000/4,000 



130,000/4,000 





40,000 



Standard_M416s_8_v3 



416 



7,600 



64 



130,000/4,000 



130,000/4,000 





40,000 



Standard_M624s_12_v3 



624 



11,400 



64 



130,000/4,000 



130,000/4,000 





40,000 



Standard_M832s_12_v3 



832 



11,400 



64 



130,000/4,000 



130,000/4,000 





40,000 



Standard_M832s_16_v3 



832 



15,200 



64 



130,000/ 8,000 



130,000/ 8,000 





40,000 



 


Mdsv3 High Memory series (NVMe) 














































































Size 



vCPU 



Memory in GiB 



Temp storage (SSD) GiB 



Max data disks 



Max cached* and temp storage throughput: IOPS / MBps



Max uncached Premium SSD  throughput: IOPS/MBps 



Max uncached Ultra Disk and Premium SSD V2 disk throughput: IOPS/MBps 



Max NICs 



Max network bandwidth (Mbps) 



Standard_M416ds_6_v3 



416 



5,696 



400 



64 



250,000/1,600 



130,000/4,000 



130,000/4,000 





40,000 



Standard_M416ds_8_v3 



416 



7,600 



400 



64 



250,000/1,600 



130,000/4,000 



130,000/4,000 





40,000 



Standard_M624ds_12_v3 



624 



11,400 



400 



64 



250,000/1,600 



130,000/4,000 



130,000/4,000 





40,000 



Standard_M832ds_12_v3 



832 



11,400 



400 



64 



250,000/1,600 



130,000/4,000 



130,000/4,000 





40,000 



Standard_M832ds_16_v3 



832 



15,200 



400 



64 



250,000/1,600 



130,000/ 8,000 



260,000/ 8,000 





40,000 



 


Mdsv3 High Memory series (SCSI) 














































































Size 



vCPU 



Memory in GiB 



Temp storage (SSD) GiB 



Max data disks 



Max cached* and temp storage throughput: IOPS / MBps



Max uncached Premium SSD  throughput: IOPS/MBps 



Max uncached Ultra Disk and Premium SSD V2 disk throughput: IOPS/MBps 



Max NICs 



Max network bandwidth (Mbps) 



Standard_M416ds_6_v3 



416 



5,696 



400 



64 



250,000/1,600 



130,000/4,000 



130,000/4,000 





40,000 



Standard_M416ds_8_v3 



416 



7,600 



400 



64 



250,000/1,600 



130,000/4,000 



130,000/4,000 





40,000 



Standard_M624ds_12_v3 



624 



11,400 



400 



64 



250,000/1,600 



130,000/4,000 



130,000/4,000 





40,000 



Standard_M832ds_12_v3 



832 



11,400 



400 



64 



250,000/1,600 



130,000/4,000 



130,000/4,000 





40,000 



Standard_M832ds_16_v3 



832 



15,200 



400 



64 



250,000/1,600 



130,000/ 8,000 



130,000/ 8,000 





40,000 



 


*Read iops is optimized for sequential reads


 


Regional Availability and Pricing


The VMs are now available in West Europe, North Europe, East US, and West US 2. For pricing details, please take a look here for Windows and Linux.


 


Additional resources:




 


Details on Mv3 Very High Memory Virtual Machines


We are thrilled to unveil the latest and largest additions to our Mv3-Series, Standard_M896ixds_32_v3 and Standard_M1792ixds_32_v3 VM SKUs. These new VM SKUs are the result of a close collaboration between Microsoft, SAP, experienced hardware partners, and our valued customers.


Key features on the new Mv3 VHM VMs



  • Unmatched Memory Capacity: With close to 32TB of memory, both the Standard_M896ixds_32_v3 and Standard_M1792ixds_32_v3 VMs are ideal for supporting very large in-memory databases and workloads. 



  • High CPU Power:  Featuring 896 cores in the Standard_M896ixds_32_v3 VM and 1792 vCPUs** in the Standard_M1792ixds_32_v3 VM, these VMs are designed to handle high-end S/4HANA workloads, providing more CPU power than other public cloud offerings. Enhanced Network and Storage Bandwidth: Both VM types provide the highest network and storage bandwidth available in Azure for a full node VM, including up to 200-Gbps network bandwidth with Azure Boost. 



  • Optimal Performance for SAP HANA: Certified for SAP HANA, these VMs adhere to the SAP prescribed socket-to-memory ratio, ensuring optimal performance for in-memory analytics and relational database servers. 


 























Size vCPU or cores Memory in GiB SAP HANA Workload Type
Standard_M896ixds_32_v3 896 30,400 OLTP (S/4HANA) / OLAP Scaleup
​Standard_M1792ixds_32_v3 1792** 30,400 OLAP Scaleup

 


**Hyperthreaded vCPUs


 


 

Generative AI with Microsoft Fabric

Generative AI with Microsoft Fabric

This article is contributed. See the original author and article here.

Microsoft Fabric seamlessly integrates with generative AI to enhance data-driven decision-making across your organization. It unifies data management and analysis, allowing for real-time insights and actions.


 


Main - Fabric.png


 


With Real Time Intelligence, keeping grounding data for large language models (LLMs) up-to-date is simplified. This ensures that generative AI responses are based on the most current information, enhancing the relevance and accuracy of outputs. Microsoft Fabric also infuses generative AI experiences throughout its platform, with tools like Copilot in Fabric and Azure AI Studio enabling easy connection of unified data to sophisticated AI models.


 


Check out GenAI experiences with Microsoft Fabric.


 


Fabric - pic 1.png


 


Unify data across multiple clouds, data centers, and edge locations at unlimited scale-without having to move it.


 


 


Classify and protect schematized data with Microsoft Purview.


 


Fabric - Purview pic 2.png


 


Ensure secure collaboration as engineers, analysts, and business users work together in a Fabric workspace.


 


 


Connect data from OneLake to Azure AI Studio.


 


Fabric - pic 3.png


 


Build custom AI experiences using sophisticated large language models. Take a look at GenAI experiences in Microsoft Fabric.


 


 


Watch our video here:


 


 







QUICK LINKS:


00:00 — Unify data with Microsoft Fabric
00:35 — Unified data storage & real-time analysis
01:08 — Security with Microsoft Purview
01:25 — Real-Time Intelligence
02:05 — Integration with Azure AI Studio


 


Link References


This is Part 3 of 3 in our series on leveraging generative AI. Watch our playlist at https://aka.ms/GenAIwithAzureDBs


 


Unfamiliar with Microsoft Mechanics?


As Microsoft’s official video series for IT, you can watch and share valuable content and demos of current and upcoming tech from the people who build it at Microsoft.



 


Keep getting this insider knowledge, join us on social:











Video Transcript: 


-If you want to bring custom Gen AI experiences to your app so that users can interact with them using natural language, the better the quality and recency of the data used to ground responses, the more relevant and accurate the generated outcome. 


 


-The challenge, of course, is that your data may be sitting across multiple clouds, in your own data center and also on the edge. Here’s where the complete analytics platform Microsoft Fabric helps you to unify data wherever it lives at unlimited scale, without you having to move it. 


 


-It incorporates a logical multi-cloud data lake, OneLake, for unified data storage and access and separately provides a real-time hub optimized for event-based streaming data, where change data capture feeds can be streamed from multiple cloud sources for analysis in real time without the need to pull your data. Then with your data unified, data professionals can work together in a collaborative workspace to ingest and transform it, analyze it, and also endorse it as they build quality data sets. 


 


-And when, used with Microsoft Purview, this can be achieved with an additional layer of security where you can classify and protect your schematized data with protections flowing as everyone from your engineers, data analysts to your business users works with data in the Fabric workspace. Keeping grounding data for your LLMs up to date is also made easier by being able to act on it with Real Time Intelligence. 


 


-For example, you might have a product recommendation engine on an e-commerce site and using Real Time Intelligence, you can create granular conditions to listen for changes in your data, like new stock coming in, and update data pipelines feeding the grounding data for your large language models. 


 


-So now, whereas before the gen AI may not have had the latest inventory data available to it to ground responses, with Real Time Intelligence, generated responses can benefit from the most real-time, up-to-date information so you don’t lose out on sales. And as you work with your data, gen AI experiences are infused throughout Fabric. In fact, Copilot in Fabric experiences are available for all Microsoft Fabric workloads to assist you as you work. 


 


-And once your data set is complete, connecting it from Microsoft Fabric to ground large language models in your gen AI apps is made easy with Azure AI Studio, where you can bring in data from OneLake seamlessly and choose from some of the most sophisticated large language models hosted in Azure to build custom AI experiences on your data, all of which is only made possible when you unify your data and act on it with Microsoft Fabric.





 

Copilot for Dynamics 365 Commerce revolutionizes retail with AI

Copilot for Dynamics 365 Commerce revolutionizes retail with AI

This article is contributed. See the original author and article here.

Discover how Copilot for Dynamics 365 Commerce can help you deliver personalized customer experiences, optimize product management, and streamline retail operations for store associates, managers, and back-office staff with AI.

Transformative AI in Dynamics 365 Commerce

The retail industry is facing significant challenges and opportunities in today’s digital world. AI can help you create value for your customers and stand out from your competitors. It can help you solve critical challenges such as improving customer service, refining product management, increasing store associate productivity, and simplifying finances.

Dynamics 365 Commerce now includes Copilot, which helps you improve customer satisfaction, boost sales, increase profit margins, and enhance workforce productivity with automated insights, validations, and summaries that reduce the clicks and searches needed to find information, creating a near “one-click” retail experience.

Watch this brief video to see Copilot in action.

Video of Copilot in Dynamics 365 Commerce announcement on YouTube.

Customer insights

Copilot simplifies the process of understanding your customers. It aggregates data on customer preferences from Dynamics 365 Commerce, giving you an in-depth and comprehensive view of your customers, such as their favorite product categories, preferred price ranges, and lifetime value based on recency, frequency, and monetary metrics. You can view their previous interactions with a quick glance, making it easier to resume conversations or give customized follow-ups for better customer relationships and more personalized and effective engagement. Learn more about Copilot customer insights.

Screenshot of Copilot customer insights in Dynamics 365 Commerce.
Copilot customer insights in Dynamics 365 Commerce.

Product insights

Whether you’re introducing new products or welcoming new store employees, keeping everyone informed and prepared is essential. Copilot provides comprehensive product insights, including clear and concise descriptions, key benefits, inventory levels, and discount details, empowering your staff to elevate product sales. Additionally, employees can access information on related items like accessories and bundles, promoting a cross-selling environment that enhances the shopping experience and boosts sales. By equipping store employees with the knowledge and confidence to engage customers effectively, Copilot turns interactions into opportunities, increasing customer satisfaction, sales, and the all-important average order value.

Screenshot of Copilot product insights in Dynamics 365 Commerce.
Copilot product insights in Dynamics 365 Commerce.

Report insights

Envision a scenario where synthesizing insights to assess the performance of your retail channels becomes seamless. With Copilot, it’s easy. Copilot provides instant insights, generating narrative summaries for channel reports. You’ll receive a precise and succinct overview of critical metrics such as sales, revenue, profit, margin, and overall store performance—right at your fingertips. Copilot’s real-time analysis keeps you ahead, updating summaries as new data arrives, empowering your store associates to communicate results effectively, accurately, instantly. Embrace the future of retail intelligence with Copilot and revolutionize the way you interact with your data. Learn more about Copilot report insights in Dynamics 365 Commerce.

Screenshot of Copilot report insights in Dynamics 365 Commerce.
Copilot report insights in Dynamics 365 Commerce.

Retail statement insights

Copilot can summarize posted and unposted retail statements, highlighting key insights such as the number of affected transactions, total sales amount, and risks like returns without receipts, expense transactions, and price overrides. These insights into retail statements allow for straightforward and efficient management of financial reports and help you detect and correct discrepancies and risks in your retail statements by providing a clear summary of anomalies in transactional activity. By using Copilot-powered insights, you can identify issues without wading through numerous forms, promptly take corrective measures, and reduce the need for support inquiries to solve problems. Learn more about Copilot retail statement insights in Dynamics 365 Commerce.

Screenshot of Copilot statement insights in Dynamics 365 Commerce.
Copilot statement insights in Dynamics 365 Commerce.

Merchandise more efficiently

Merchandising is a complex and time-consuming process that involves configuring products, categories, catalogs, and attributes for each channel. Merchandisers need to ensure that their products are displayed correctly and accurately on the online store, and that they comply with each channel’s business rules and policies. However, manual configuration is prone to human error, and it doesn’t scale for businesses that have millions of products, thousands of attributes, and hundreds of categories and catalogs across hundreds of stores.

Copilot enhances merchandiser efficiency by streamlining merchandising workflows, summarizing product settings, and automating data validation by checking for errors and inconsistencies in your product merchandising data. From the Copilot summaries, you can navigate to a list of issues and act without losing context to address problems promptly and efficiently. Your products are always correctly configured and displayed, enhancing customer satisfaction and boosting sales. Learn more about Copilot merchandising insights in Dynamics 365 Commerce.

Screenshot of Copilot merchandising insights in Dynamics 365 Commerce.
Copilot merchandising insights in Dynamics 365 Commerce.

Ensuring the ethical use of AI technology 

Microsoft is committed to the ethical deployment of AI technologies. Through our Responsible AI practices, we ensure that all AI-powered features in Dynamics 365 adhere to stringent data privacy laws and ethical AI usage standards, promoting transparency, fairness, and accountability. 

Conclusion

Copilot features for Dynamics 365 Commerce are revolutionizing the retail experience by bringing AI to store associates, store managers, channel managers in the back office, and merchandisers. They’re simplifying complex data analysis, personalizing customer service, optimizing product management, and driving business growth by improving customer loyalty, increasing sales, and enhancing profitability.

If you’re ready to take your retail business to the next level, contact us today to learn more about how Copilot can help you transform your retail business.

Copilot functionalities in Store Commerce are available starting with the following versions:

  • 10.0.39, from Proactive Quality Update 4 (PQU-4) onwards (CSU: 9.49.24184.3, Store Commerce App 9.49.24193.1)
  • 10.0.40, from Proactive Quality Update 1 (PQU-1) onwards (CSU: 9.50.24184.2, Store Commerce App 9.50.24189.1)

Copilot functionalities in back office (Headquarters) are available starting with the following versions:

  •   10.0.38 from Proactive Quality Update 5 (PQU-5) or subsequent updates
  •   10.0.39 from Proactive Quality Update 3 (PQU-3) or later versions
  •   All editions of Commerce version 10.0.40 onward

Next steps

Learn more about Dynamics 365 Commerce.

Engage with other Dynamics 365 users in our community forums to learn from their experiences and share your own.

Not yet a Dynamics 365 Commerce customer? Take a tour and get a free trial.

The post Copilot for Dynamics 365 Commerce revolutionizes retail with AI appeared first on Microsoft Dynamics 365 Blog.

Brought to you by Dr. Ware, Microsoft Office 365 Silver Partner, Charleston SC.