Update README.md

erikdarlingdata · web-flow · commit 085f92945467 · 2024-09-25T07:32:37.000-04:00
Fix typos
diff --git a/README.md b/README.md
@@ -8,12 +8,12 @@ products:
 urlFragment: azure-sql-db-openai
 name: Vector similarity search with Azure SQL & Azure OpenAI
 description: |
-  Use Azure OpenAI from Azure SQL database to get the vector embeddings of any choosen text, and then calculate the cosine similarity to find related topics
+  Use Azure OpenAI from Azure SQL database to get the vector embeddings of any chosen text, and then calculate the cosine similarity to find related topics
 ---
 
 # Vector similarity search with Azure SQL & Azure OpenAI
 
-This example shows how to use Azure OpenAI from Azure SQL database to get the vector embeddings of any choosen text, and then calculate the [cosine similarity](https://learn.microsoft.com/en-us/azure/storage/common/storage-sas-overview) against the Wikipedia articles (for which vector embeddings have been already calculated,) to find the articles that covers topics that are close - or similar - to the provided text.
+This example shows how to use Azure OpenAI from Azure SQL database to get the vector embeddings of any chosen text, and then calculate the [cosine similarity](https://learn.microsoft.com/en-us/azure/storage/common/storage-sas-overview) against the Wikipedia articles (for which vector embeddings have been already calculated,) to find the articles that covers topics that are close - or similar - to the provided text.
 
 For an introduction on text and code embeddings, check out this OpenAI article: [Introducing text and code embeddings](https://openai.com/blog/introducing-text-and-code-embeddings).
 
