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articles/machine-learning/how-to-use-event-grid.md

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---
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title: Trigger events in ML workflows (preview)
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title: Trigger events in ML workflows
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titleSuffix: Azure Machine Learning
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description: Set up event-driven applications, processes, or CI/CD machine learning workflows in Azure Machine Learning.
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services: machine-learning
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ms.author: vaidyas
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author: vaidya-s
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ms.reviewer: larryfr
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ms.date: 01/05/2024
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ms.date: 03/20/2024
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monikerRange: 'azureml-api-2 || azureml-api-1'
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---
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# Trigger applications, processes, or CI/CD workflows based on Azure Machine Learning events (preview)
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# Trigger applications, processes, or CI/CD workflows based on Azure Machine Learning events
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In this article, you learn how to set up event-driven applications, processes, or CI/CD workflows based on Azure Machine Learning events, such as failure notification emails or ML pipeline runs, when certain conditions are detected by [Azure Event Grid](../event-grid/index.yml).
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* Streaming events from Azure Machine Learning to various of endpoints
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* Trigger an ML pipeline when drift is detected
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[!INCLUDE [machine-learning-preview-generic-disclaimer](includes/machine-learning-preview-generic-disclaimer.md)]
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[!INCLUDE [machine-learning-preview-generic-disclaimer](includes/machine-learning-preview-items-disclaimer.md)]
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## Prerequisites
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| Event type | Description |
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| ---------- | ----------- |
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| `Microsoft.MachineLearningServices.RunCompleted` | Raised when a machine learning experiment run is completed |
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| `Microsoft.MachineLearningServices.ModelRegistered` | Raised when a machine learning model is registered in the workspace |
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| `Microsoft.MachineLearningServices.ModelDeployed` | Raised when a deployment of inference service with one or more models is completed |
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| `Microsoft.MachineLearningServices.DatasetDriftDetected` | Raised when a data drift detection job for two datasets is completed |
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| `Microsoft.MachineLearningServices.ModelRegistered` (preview) | Raised when a machine learning model is registered in the workspace |
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| `Microsoft.MachineLearningServices.ModelDeployed` (preview) | Raised when a deployment of inference service with one or more models is completed |
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| `Microsoft.MachineLearningServices.DatasetDriftDetected` (preview) | Raised when a data drift detection job for two datasets is completed |
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| `Microsoft.MachineLearningServices.RunStatusChanged` | Raised when a run status is changed |
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### Filter & subscribe to events
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| Event type | Subject format | Sample subject |
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| ---------- | ----------- | ----------- |
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| `Microsoft.MachineLearningServices.RunCompleted` | `experiments/{ExperimentId}/runs/{RunId}` | `experiments/b1d7966c-f73a-4c68-b846-992ace89551f/runs/my_exp1_1554835758_38dbaa94` |
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| `Microsoft.MachineLearningServices.ModelRegistered` | `models/{modelName}:{modelVersion}` | `models/sklearn_regression_model:3` |
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| `Microsoft.MachineLearningServices.ModelDeployed` | `endpoints/{serviceId}` | `endpoints/my_sklearn_aks` |
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| `Microsoft.MachineLearningServices.DatasetDriftDetected` | `datadrift/{data.DataDriftId}/run/{data.RunId}` | `datadrift/4e694bf5-712e-4e40-b06a-d2a2755212d4/run/my_driftrun1_1550564444_fbbcdc0f` |
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| `Microsoft.MachineLearningServices.ModelRegistered` (preview) | `models/{modelName}:{modelVersion}` | `models/sklearn_regression_model:3` |
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| `Microsoft.MachineLearningServices.ModelDeployed` (preview) | `endpoints/{serviceId}` | `endpoints/my_sklearn_aks` |
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| `Microsoft.MachineLearningServices.DatasetDriftDetected` (preview) | `datadrift/{data.DataDriftId}/run/{data.RunId}` | `datadrift/4e694bf5-712e-4e40-b06a-d2a2755212d4/run/my_driftrun1_1550564444_fbbcdc0f` |
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| `Microsoft.MachineLearningServices.RunStatusChanged` | `experiments/{ExperimentId}/runs/{RunId}` | `experiments/b1d7966c-f73a-4c68-b846-992ace89551f/runs/my_exp1_1554835758_38dbaa94` |
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+ **Advanced filtering**: Azure Event Grid also supports advanced filtering based on published event schema. Azure Machine Learning event schema details can be found in [Azure Event Grid event schema for Azure Machine Learning](../event-grid/event-schema-machine-learning.md). Some sample advanced filterings you can perform include:

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