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Update machine-learning-endpoints-preview-note.md
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includes/machine-learning-endpoints-preview-note.md

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> [!NOTE]
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> Azure Machine Learning Endpoints provide an improved, simpler deployment experience. Endpoints support both real-time and batch inference scenarios. Endpoints provide a unified interface to invoke and manage model deployments across compute types. See [What are Azure Machine Learning endpoints?](../articles/machine-learning/concept-endpoints.md).
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> Azure Machine Learning Endpoints (v2) provide an improved, simpler deployment experience. Endpoints support both real-time and batch inference scenarios. Endpoints provide a unified interface to invoke and manage model deployments across compute types. See [What are Azure Machine Learning endpoints?](../articles/machine-learning/concept-endpoints.md).

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