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articles/machine-learning/v1/how-to-authenticate-web-service.md

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author: Blackmist
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ms.author: larryfr
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ms.reviewer: sehan
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ms.service: machine-learning
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ms.service: azure-machine-learning
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ms.subservice: inferencing
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ms.date: 11/16/2022
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ms.topic: how-to

articles/machine-learning/v1/how-to-consume-web-service.md

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@@ -3,7 +3,7 @@ title: Create client for model deployed as web service
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titleSuffix: Azure Machine Learning
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description: Learn how to call a web service endpoint that was generated when a model was deployed from Azure Machine Learning.
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services: machine-learning
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ms.service: machine-learning
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ms.service: azure-machine-learning
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ms.subservice: inferencing
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ms.author: larryfr
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author: Blackmist

articles/machine-learning/v1/how-to-deploy-and-where.md

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titleSuffix: Azure Machine Learning
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description: 'Learn how and where to deploy machine learning models. Deploy to Azure Container Instances, Azure Kubernetes Service, and FPGA.'
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services: machine-learning
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ms.service: machine-learning
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ms.service: azure-machine-learning
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ms.subservice: inferencing
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ms.reviewer: None
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articles/machine-learning/v1/how-to-deploy-azure-container-instance.md

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@@ -3,7 +3,7 @@ title: How to deploy models to Azure Container Instances with CLI (v1)
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titleSuffix: Azure Machine Learning
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description: 'Use CLI (v1) to deploy your Azure Machine Learning models as a web service using Azure Container Instances.'
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services: machine-learning
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ms.service: machine-learning
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ms.service: azure-machine-learning
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ms.subservice: inferencing
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ms.topic: how-to
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ms.custom: UpdateFrequency5, deploy, cliv1, sdkv1

articles/machine-learning/v1/how-to-deploy-azure-kubernetes-service.md

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@@ -3,7 +3,7 @@ title: Deploy ML models to Azure Kubernetes Service with CLI and SDK v1
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titleSuffix: Azure Machine Learning
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description: 'Use CLI (v1) and SDK (v1) to deploy your Azure Machine Learning models as a web service using Azure Kubernetes Service.'
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services: machine-learning
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ms.service: machine-learning
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ms.service: azure-machine-learning
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ms.subservice: inferencing
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ms.topic: how-to
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ms.custom: UpdateFrequency5, deploy, cliv1, sdkv1

articles/machine-learning/v1/how-to-deploy-inferencing-gpus.md

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titleSuffix: Azure Machine Learning
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description: This article teaches you how to use Azure Machine Learning to deploy a GPU-enabled Tensorflow deep learning model as a web service.service and score inference requests.
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services: machine-learning
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ms.service: machine-learning
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ms.service: azure-machine-learning
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ms.subservice: inferencing
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ms.author: larryfr
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articles/machine-learning/v1/how-to-deploy-package-models.md

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titleSuffix: Azure Machine Learning
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description: 'Package a model. Models can be packaged as either a docker image, which you can then download, or you can create a Dockerfile and use it to build the image.'
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services: machine-learning
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ms.service: machine-learning
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ms.service: azure-machine-learning
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ms.date: 10/21/2021
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ms.topic: how-to

articles/machine-learning/v1/how-to-deploy-profile-model.md

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@@ -3,7 +3,7 @@ title: Profile model memory and CPU usage (v1)
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titleSuffix: Azure Machine Learning
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description: Use CLI (v1) or SDK (v1) to profile your model before deployment. Profiling determines the memory and CPU usage of your model.
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services: machine-learning
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ms.service: machine-learning
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ms.service: azure-machine-learning
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ms.date: 11/04/2022
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ms.topic: how-to

articles/machine-learning/v1/how-to-deploy-update-web-service.md

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title: Update deployed web services
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titleSuffix: Azure Machine Learning
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description: Learn how to refresh a web service that is already deployed in Azure Machine Learning. You can update settings such as model, environment, and entry script.
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ms.service: machine-learning
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ms.service: azure-machine-learning
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ms.subservice: inferencing
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ms.topic: how-to
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ms.author: larryfr

articles/machine-learning/v1/how-to-extend-prebuilt-docker-image-inference.md

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titleSuffix: Azure Machine Learning
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description: 'Extend Prebuilt docker images in Azure Machine Learning'
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services: machine-learning
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ms.service: machine-learning
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ms.service: azure-machine-learning
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ms.subservice: inferencing
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ms.author: larryfr
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author: Blackmist

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