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Merge pull request #49730 from ShawnJackson/monitor-azure-machine-learning
[AQ] edit pass: Introduction to Azure Machine Learning monitoring
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‎learn-pr/advocates/monitor-azure-machine-learning/1-introduction.yml

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title: Introduction
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metadata:
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title: Introduction
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description: Introduction to monitoring Azure Machine Learning
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description: Introduction to monitoring Azure Machine Learning.
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ms.date: 03/15/2025
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author: Orin-Thomas
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ms.author: viniap

‎learn-pr/advocates/monitor-azure-machine-learning/10-summary.yml

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title: Summary
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metadata:
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title: Summary
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description: Module summary
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description: Module summary.
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ms.date: 03/15/2025
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ms.author: viniap

‎learn-pr/advocates/monitor-azure-machine-learning/2-monitoring-azure-machine-learning-workspace-compute.yml

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uid: learn.introduction-to-azure-machine-learning-monitoring.monitoring-azure-machine-learning-workspace-compute
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title: Monitoring Azure Machine Learning workspaces and compute
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metadata:
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title: Monitoring Azure Machine Learning workspaces and compute
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description: Learn about monitoring Azure Machine Learning workspaces and compute
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title: Monitoring Azure Machine Learning Workspaces and Compute
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description: Learn about monitoring Azure Machine Learning workspaces and compute.
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ms.date: 03/15/2025
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‎learn-pr/advocates/monitor-azure-machine-learning/3-azure-monitor-platform-metrics.yml

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uid: learn.introduction-to-azure-machine-learning-monitoring.azure-monitor-platform-metrics
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title: Azure Monitor platform metrics
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metadata:
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title: Azure Monitor platform metrics
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description: Discover how to use Azure Monitor platform metrics to monitor Azure Machine Learning resources
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title: Azure Monitor Platform Metrics
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description: Discover how to use Azure Monitor platform metrics to monitor Azure Machine Learning resources.
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‎learn-pr/advocates/monitor-azure-machine-learning/4-azure-monitor-resource-logs.yml

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uid: learn.introduction-to-azure-machine-learning-monitoring.azure-monitor-resource-logs
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title: Azure Monitor resource logs
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metadata:
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title: Azure Monitor resource logs
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description: This unit helps you understand how to use Azure Monitor resource logs to monitor Azure Machine Learning resources
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title: Azure Monitor Resource Logs
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description: This unit helps you understand how to use Azure Monitor resource logs to monitor Azure Machine Learning resources.
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‎learn-pr/advocates/monitor-azure-machine-learning/5-azure-monitor-alerts.yml

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### YamlMime:ModuleUnit
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uid: learn.introduction-to-azure-machine-learning-monitorin.azure-monitor-alerts
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title: Azure Monitor and Alerts
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title: Azure Monitor and alerts
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metadata:
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title: Azure Monitor and Alerts
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description: Learn how to use Azure Monitor and Alerts to monitor Azure Machine Learning resources
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description: Learn how to use Azure Monitor and alerts to monitor Azure Machine Learning resources.
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‎learn-pr/advocates/monitor-azure-machine-learning/6-online-endpoints.yml

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uid: learn.introduction-to-azure-machine-learning-monitoring.online-endpoints
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title: Online endpoints
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metadata:
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title: Online endpoints
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description: Learn how to monitor Azure Machine Learning online endpoints
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title: Online Endpoints
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description: Learn how to monitor Azure Machine Learning online endpoints.
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‎learn-pr/advocates/monitor-azure-machine-learning/7-azure-machine-learning-model-monitoring.yml

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uid: learn.introduction-to-azure-machine-learning-monitoring.azure-machine-learning-model-monitoring
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title: Azure Machine Learning model monitoring
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metadata:
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title: Azure Machine Learning model monitoring
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description: Learn how to monitor Azure Machine Learning models
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title: Azure Machine Learning Model Monitoring
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description: Learn how to monitor Azure Machine Learning models.
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‎learn-pr/advocates/monitor-azure-machine-learning/9-knowledge-check.yml

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### YamlMime:ModuleUnit
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uid: learn.introduction-to-azure-machine-learning-monitoring.knowledge-check
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title: Knowledge Check
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title: Knowledge check
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metadata:
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title: Knowledge Check
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description: Check your knowledge
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description: Check your knowledge.
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choices:
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- content: "Monitor Azure Machine Learning performance."
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isCorrect: true
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explanation: "Administrators are primarily responsible for the Azure infrastructure on which an Azure Machine Learning workspace and models run"
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- content: "Monitor Workflow issues."
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explanation: "Administrators are primarily responsible for the Azure infrastructure on which an Azure Machine Learning workspace and models run."
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- content: "Monitor workflow problems."
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isCorrect: false
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explanation: "Both Administrators and Machine Learning professionals are responsible for monitoring Azure Machine Learning workspace related issues and performance"
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- content: "Monitor Azure Machine Learning Models."
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explanation: "Both administrators and machine learning professionals are responsible for monitoring problems and performance related to Azure Machine Learning workspaces."
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- content: "Monitor Azure Machine Learning models."
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isCorrect: false
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explanation: "Machine Learning professionals and data scientists are primarily responsible for monitoring model performance"
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- content: "You can use Kusto Query Language (KQL) to query your Log Analytics workspace associated with your Azure Machine Learning workspace. What is a first step necessary for to accomplish this goal?"
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explanation: "Machine learning professionals and data scientists are primarily responsible for monitoring model performance."
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- content: "You can use KQL to query the Log Analytics workspace that's associated with your Azure Machine Learning workspace. What is a necessary first step for accomplishing this goal?"
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choices:
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- content: "Log Analytics is configured by default."
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isCorrect: false
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explanation: "Only metrics are enabled by default on Azure Machine Learning. Logs can be exported to Log Analytics by setting up Diagnostics settings"
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- content: "Configure Diagnostic Settings."
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explanation: "Only metrics are enabled by default on Azure Machine Learning. You can export logs to Log Analytics by setting up diagnostic settings."
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- content: "Configure diagnostic settings."
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isCorrect: true
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explanation: "By configuring Diagnostic settings, you can enable logs to be exported to a Log Analytics workspace"
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explanation: "By configuring diagnostic settings, you can enable logs to be exported to a Log Analytics workspace."
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- content: "Enable metrics for the Azure Machine Learning workspace."
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isCorrect: false
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explanation: "Metrics are enabled by default and can be seen on the Azure Machine Learning resource inside the Azure portal"
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- content: "How can you monitor metrics for Azure Machine Learning Online Endpoints?"
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explanation: "Metrics are enabled by default and appear on the Azure Machine Learning resource inside the Azure portal."
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- content: "How can you monitor metrics for Azure Machine Learning online endpoints?"
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- content: "Inside the Azure Machine Learning workspace."
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isCorrect: false
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explanation: "Online Endpoints are deployed as separate Azure resources, and their metrics are available separately"
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explanation: "Online endpoints are deployed as separate Azure resources, and their metrics are available separately."
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- content: "By default, as a separate Azure resource."
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isCorrect: true
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explanation: "Online Endpoints are deployed as separate Azure resources, but metrics are enabled by default in the Azure portal"
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- content: "Manually configure Azure Monitor to monitor the Online Endpoint."
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explanation: "Online endpoints are deployed as separate Azure resources, but metrics are enabled by default in the Azure portal."
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- content: "By manually configuring Azure Monitor to monitor the online endpoint."
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isCorrect: false
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explanation: "Azure Monitor and metrics are configured by default for Azure Machine Learning Online Endpoints."
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explanation: "Azure Monitor and metrics are configured by default for Azure Machine Learning online endpoints."

‎learn-pr/advocates/monitor-azure-machine-learning/9-monitoring-signals-metrics.yml

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uid: learn.introduction-to-azure-machine-learning-monitorin.monitoring-signals-metrics
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title: Monitoring signals and metrics
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metadata:
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title: Monitoring signals and metrics
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description: Learn how to monitor signals and metrics in Azure Machine Learning
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title: Monitoring Signals and Metrics
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description: Learn how to monitor signals and metrics in Azure Machine Learning.
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ms.date: 03/15/2025
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author: Orin-Thomas
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ms.author: viniap

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