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 AI at the edgeWith 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.1234567

Data scientists train a model using Azure Machine Learning workbench and an HDInsight cluster. The model is containerized 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 containerized 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.

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

Unlock innovation with hybrid cloud applications

Related solution architectures

CI/CD híbrido com o Azure StackImplementar uma abordagem de integração contínua/desenvolvimento contínuo (CI/CD) à implementação de aplicações torna-se difícil quando as aplicações no local são compiladas e operadas de formas diferentes das aplicações em cloud. Ter um conjunto consistente de ferramentas de desenvolvimento na cloud pública do Azure e nos ambientes do Azure Stack no local permite às empresas implementar uma prática de CI/CD com muito mais facilidade. As aplicações e serviços híbridos implementados corretamente no Azure e no Azure Stack são, na prática, intermutáveis e podem ser executados em qualquer localização.123455

Hybrid CI/CD with Azure Stack

Implementing a continuous integration/continuous development (CI/CD) approach to deploying applications becomes difficult when on-premises applications are built and operated in different ways than cloud applications. Having a consistent set of development tools and processes across the Azure public cloud and on-premises Azure Stack environments makes it far easier for organizations to implement a practice of CI/CD. Apps and services deployed the right way in Azure and Azure Stack are essentially interchangeable and can run in either location.

Conectividade híbrida com o Azure StackO Azure Stack permite-lhe implementar serviços do Azure no local ou na cloud com uma metodologia consistente de lógica aplicacional, de paradigma de desenvolvimento e de operações. As aplicações híbridas na cloud são um sistema único que possui componentes que são executados tanto no Azure como no Azure Stack. Este esquema de solução é relevante para estabelecer conectividade para qualquer aplicação que envolva comunicações entre a cloud pública do Azure e os componentes do Azure Stack no local. A conectividade híbrida é um esquema fundamental que se aplicará à maioria das soluções do Azure Stack. Nota: Isto não se aplica às implementações do Azure Stack que estejam desligadas da Internet pública.4321321

Hybrid connectivity with Azure Stack

Azure Stack enables you to deploy Azure services on-premises or in the cloud with a consistent application logic, development paradigm, and operations methodology. Hybrid cloud applications are a single system that has components running in both Azure and Azure Stack. This solution blueprint is relevant to establishing connectivity for any application that involves communications between the Azure public cloud and on-premises Azure Stack components. Hybrid connectivity is a foundational blueprint that will be applicable to most Azure Stack solutions. Note: This doesn't apply to Azure Stack deployments that are disconnected from the public internet.