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Copy file name to clipboardExpand all lines: articles/azure-portal/index.yml
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description: Learn how to manage your Azure subscriptions and resources using the Azure portal web-based console. The Azure portal is an alternative to using command-line tools.
Copy file name to clipboardExpand all lines: articles/azure-vmware/azure-vmware-solution-known-issues.md
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ms.topic: reference
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ms.custom: "engagement-fy23"
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ms.service: azure-vmware
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ms.date: 11/28/2023
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ms.date: 1/29/2024
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---
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# Known issues: Azure VMware Solution
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| When I build a VMware HCX Service Mesh with the Enterprise license, the Replication Assisted vMotion Migration option isn't available. | 2023 | The default VMware HCX Compute Profile doesn't have the Replication Assisted vMotion Migration option enabled. From the Azure VMware Solution vSphere Client, select the VMware HCX option and edit the default Compute Profile to enable Replication Assisted vMotion Migration. | 2023 |
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|[VMSA-2023-023](https://www.vmware.com/security/advisories/VMSA-2023-0023.html) VMware vCenter Server Out-of-Bounds Write Vulnerability (CVE-2023-34048) publicized in October 2023 | October 2023 | Microsoft is currently working with its security teams and partners to evaluate the risk to Azure VMware Solution and its customers. Initial investigations show that controls in place within Azure VMware Solution reduce the risk of CVE-2023-03048. However Microsoft is working on a plan to roll out security fixes soon to completely remediate the security vulnerability. | October 2023 |
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| The AV64 SKU currently supports RAID-1 FTT1, RAID-5 FTT1, and RAID-1 FTT2 vSAN storage policies. For more information, see [AV64 supported RAID configuration](introduction.md#av64-supported-raid-configuration)| Nov 2023 | Use AV36, AV36P, or AV52 SKUs when RAID-6 FTT2 or RAID-1 FTT3 storage policies are needed. | N/A |
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| VMware HCX version 4.8.0 Network Extension (NE) Appliance VMs running in High Availability (HA) mode may experience intermittent Standby to Active failover. For more information, see [HCX - NE appliances in HA mode experience intermittent failover (96352)](https://kb.vmware.com/s/article/96352)| Jan 2024 | Avoid upgrading to VMware HCX 4.8.0 if you are using NE appliances in a HA configuration. | N/A |
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In this article, you learned about the current known issues with the Azure VMware Solution.
Copy file name to clipboardExpand all lines: articles/container-registry/container-registry-tasks-overview.md
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**ACR Tasks** is a suite of features within Azure Container Registry. It provides cloud-based container image building for [platforms](#image-platforms) including Linux, Windows, and ARM, and can automate [OS and framework patching](#automate-os-and-framework-patching) for your Docker containers. ACR Tasks not only extends your "inner-loop" development cycle to the cloud with on-demand container image builds, but also enables automated builds triggered by source code updates, updates to a container's base image, or timers. For example, with base image update triggers, you can automate your OS and application framework patching workflow, maintaining secure environments while adhering to the principles of immutable containers.
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ACR is temporarily pausing ACR Tasks runs from Azure free credits. This may affect existing Tasks runs. If you encounter problems, open a [support case](../azure-portal/supportability/how-to-create-azure-support-request.md) for our team to provide additional guidance. We'll remove this note when this pause is lifted.
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>[! IMPORTANT]
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> ACR is temporarily pausing ACR Tasks runs from Azure free credits. This may affect existing Tasks runs. If you encounter problems, open a [support case](../azure-portal/supportability/how-to-create-azure-support-request.md) for our team to provide additional guidance. Please note that existing customers will not be affected by this pause. We will update our documentation notice here whenever the pause is lifted.
As you're refining the model and collaborating with others throughout the rest of the Machine Learning development cycle, you can share and find assets, resources, and metrics for your projects on the Machine Learning studio UI.
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*[Microsoft Purview, which allows you to discover and catalog data assets across your organization](../purview/register-scan-azure-machine-learning.md).
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> [!Important]
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> Machine Learning doesn't store or process your data outside of the region where you deploy.
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> Azure Machine Learning doesn't store or process your data outside of the region where you deploy.
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## Machine learning project workflow
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## Train models
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In Machine Learning, you can run your training script in the cloud or build a model from scratch. Customers often bring models they've built and trained in open-source frameworks so that they can operationalize them in the cloud.
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In Azure Machine Learning, you can run your training script in the cloud or build a model from scratch. Customers often bring models they've built and trained in open-source frameworks so that they can operationalize them in the cloud.
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### Open and interoperable
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Data scientists can use models in Machine Learning that they've created in common Python frameworks, such as:
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Data scientists can use models in Azure Machine Learning that they've created in common Python frameworks, such as:
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* PyTorch
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* TensorFlow
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## Deploy models
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To bring a model into production, it's deployed. The Machine Learning managed endpoints abstract the required infrastructure for both batch or real-time (online) model scoring (inferencing).
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To bring a model into production, you deploy the model. The Azure Machine Learning managed endpoints abstract the required infrastructure for both batch or real-time (online) model scoring (inferencing).
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### Real-time and batch scoring (inferencing)
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Start using Azure Machine Learning:
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-[Set up an Azure Machine Learning workspace](quickstart-create-resources.md)
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-[Tutorial: Build a first machine learning project](tutorial-1st-experiment-hello-world.md)
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-[Run training jobs](how-to-train-model.md)
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*[Set up an Azure Machine Learning workspace](quickstart-create-resources.md)
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*[Tutorial: Build a first machine learning project](tutorial-1st-experiment-hello-world.md)
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