edits

Author: GitHubber17

articles/machine-learning/concept-vector-stores.md

@@ -24,9 +24,9 @@ This article describes vector indexes in Azure Machine Learning that you can use
 
 Azure Machine Learning supports two vector stores that contain your supplemental data used in a RAG workflow:
 
-| Vector store | Description | Features |
+| Vector store | Description | Features and usage |
 | --- | --- | --- |
-| **Faiss** | Open source library | - Local file-based store <br> - Minimal costs <br> - Good for vector-only data <br> - Ideal for development and testing |
+| **Faiss** | Open source library | - Use local file-based store <br> - Incur minimal costs <br> - Support vector-only data <br> - Support development and testing |
 | **Azure AI Search** | Azure PaaS resource | - Store text data in search index <br> - Host large number of indexes with single service <br> - Support enterprise-level business requirements <br> - Access hybrid information retrieval |
 
 The following sections explore considerations for working with these vector stores.

articles/machine-learning/includes/machine-learning-preview-generic-disclaimer.md

@@ -5,12 +5,12 @@ author: lobrien
 ms.service: machine-learning
 services: machine-learning
 ms.topic: include
-ms.date: 03/17/2021
+ms.date: 07/11/2024
 ms.author: laobri
 ms.custom: include file
 ---
 
 > [!IMPORTANT]
-> This feature is currently in public preview. This preview version is provided without a service-level agreement, and we don't recommend it for production workloads. Certain features might not be supported or might have constrained capabilities.
+> This feature is currently in preview. This preview version is provided without a service-level agreement, and we don't recommend it for production workloads. Certain features might not be supported or might have constrained capabilities.
 >
 > For more information, see [Supplemental Terms of Use for Microsoft Azure Previews](https://azure.microsoft.com/support/legal/preview-supplemental-terms/).