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6 changes: 2 additions & 4 deletions README.md
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Expand Up @@ -50,10 +50,8 @@ Click on the Deploy to Azure button and configure your settings in the Azure Por
Please be aware that you need:
- an existing Azure OpenAI resource with models deployments (instruction models e.g. text-davinci-003, and embeddings models e.g. text-embedding-ada-002)

### Signing up for Vector Search Private Preview in Azure Cognitive Search
Azure Cognitive Search supports searching using pure vectors, pure text, or in hybrid mode where both are combined. For the vector-based cases, you'll need to sign up for Vector Search Private Preview. To sign up, please fill in this form: [https://aka.ms/VectorSearchSignUp](https://aka.ms/VectorSearchSignUp).

Preview functionality is provided under [Supplemental Terms of Use](https://azure.microsoft.com/en-us/support/legal/preview-supplemental-terms/), without a service level agreement, and isn't recommended for production workloads.
### Vector Search Public Preview in Azure Cognitive Search
Vector Search is now in Public Preview under [Supplemental Terms of Use](https://azure.microsoft.com/en-us/support/legal/preview-supplemental-terms/), without a service level agreement, and isn't recommended for production workloads.


## Deploy on Azure (WebApp + Azure Cache for Redis Enterprise + Batch Processing)
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