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Merge pull request #77493 from j-martens/patch-480
Update how-to-deploy-and-where.md
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articles/machine-learning/service/how-to-deploy-and-where.md

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## Consume web services
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Every deployed web service provides a REST API, so you can create client applications in a variety of programming languages.
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If you have enabled authentication for your service, you need to provide a service key as a token in your request header.
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### Request-response consumption
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Here is an example of how to invoke your service in Python:
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```python
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import requests
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For more information, see [Create client applications to consume webservices](how-to-consume-web-service.md).
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## More inference options
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### <a id="azuremlcompute"></a> Batch inference
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### <a id="azuremlcompute"></a> Batch consumption
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Azure Machine Learning Compute targets are created and managed by the Azure Machine Learning service. They can be used for batch prediction from Azure Machine Learning Pipelines.
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For a walkthrough of batch inference with Azure Machine Learning Compute, read the [How to Run Batch Predictions](how-to-run-batch-predictions.md) article.
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### <a id="iotedge"></a> Inference on IoT Edge
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### <a id="iotedge"></a> IoT Edge inference
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Support for deploying to the edge is in preview. For more information, see the [Deploy Azure Machine Learning as an IoT Edge module](https://docs.microsoft.com/azure/iot-edge/tutorial-deploy-machine-learning) article.
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