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  3. Azure Stack AI at the edge

Azure Stack AI at the edge

With the Azure AI tools and cloud platform, the next generation of AI-enabled hybrid applications can run where your data lives. With Azure Stack, bring a trained AI model to the edge and integrate it with your applications for low-latency intelligence, with no tool or process changes for local applications.

Azure Stack-KI am EdgeMit den KI-Tools und der Cloudplattform von Azure kann die nächste Generation von KI-fähigen Hybridanwendungen dort ausgeführt werden, wo sich Ihre Daten befinden. Übertragen Sie mit Azure Stack ein trainiertes KI-Modell zum Edge, und integrieren Sie es in Ihre Anwendungen, um Intelligenz mit geringer Latenz und ohne Tool- oder Verfahrensänderungen für lokale Anwendungen zu erreichen.1234567

Data scientists train a model using Azure Machine Learning workbench and an HDInsight cluster. The model is containerised and put into an Azure Container Registry.

The model is deployed to a Kubernetes cluster on Azure Stack.

End users provide data that’s scored against the model.

Insights and anomalies from scoring are placed into a queue.

A function sends compliant data and anomalies to Azure Storage.

Globally relevant and compliant insights are available in the global app.

Data from edge scoring is used to improve the model.

  1. 1 Data scientists train a model using Azure Machine Learning workbench and an HDInsight cluster. The model is containerised and put into an Azure Container Registry.
  2. 2 The model is deployed to a Kubernetes cluster on Azure Stack.
  3. 3 End users provide data that’s scored against the model.
  4. 4 Insights and anomalies from scoring are placed into a queue.
  1. 5 A function sends compliant data and anomalies to Azure Storage.
  2. 6 Globally relevant and compliant insights are available in the global app.
  3. 7 Data from edge scoring is used to improve the model.
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Implementation guidance

Products/Description Documentation

Machine Learning Studio

 		Easily build, deploy and manage predictive analytics solutions

HDInsight

 		Provision cloud Hadoop, Spark, R Server, HBase and Storm clusters

Container Registry

 		Store and manage container images across all types of Azure deployments

Azure Kubernetes Service (AKS)

 		Simplify the deployment, management and operations of Kubernetes

Storage

 		Durable, highly available and massively scalable cloud storage

Azure Stack

 		Build and run innovative hybrid applications across cloud boundaries

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