Incorp, round 1

DenKenMSFT · DenKenMSFT · commit e3161012865a · 2022-08-30T08:06:30.000-07:00
diff --git a/articles/cognitive-services/openai/concepts/models.md b/articles/cognitive-services/openai/concepts/models.md
@@ -113,7 +113,7 @@ Currently, we offer three families of Embeddings models for different functional
 - [Text search](#text-search-embedding)
 - [Code search](#code-search-embedding)
 
-Each family includes models across the following spectrum of capability:
+Each family includes models across a range of capability. The following list indicates the length of the numerical vector returned by the service, based on model capability:
 
 - Ada: 1024 dimensions
 - Babbage: 2048 dimensions
diff --git a/articles/cognitive-services/openai/how-to/fine-tuning.md b/articles/cognitive-services/openai/how-to/fine-tuning.md
@@ -25,7 +25,7 @@ The Azure OpenAI Service lets you tailor our models to your personal datasets us
 - An Azure subscription - <a href="https://azure.microsoft.com/free/cognitive-services" target="_blank">Create one for free</a>
 - Access granted to the Azure OpenAI service in the desired Azure subscription
 
-    Currently, access to this service is granted only by invitation. You can request access to the Azure OpenAI service by completing the form at <a href="https://aka.ms/oai/access" target="_blank">https://aka.ms/oai/access</a>. Open an issue on this repo to contact us if you have an issue.
+    Currently, access to this service is granted only by application. You can apply for access to the Azure OpenAI service by completing the form at <a href="https://aka.ms/oai/access" target="_blank">https://aka.ms/oai/access</a>. Open an issue on this repo to contact us if you have an issue.
 - The following Python libraries: os, requests, json
 - An Azure OpenAI Service resource with a model deployed
     
diff --git a/articles/cognitive-services/openai/how-to/integrate-synapseml.md b/articles/cognitive-services/openai/how-to/integrate-synapseml.md
@@ -22,7 +22,7 @@ The Azure OpenAI service can be used to solve a large number of natural language
 - An Azure subscription - <a href="https://azure.microsoft.com/free/cognitive-services" target="_blank">Create one for free</a>
 - Access granted to the Azure OpenAI service in the desired Azure subscription
 
-    Currently, access to this service is granted only by invitation. You can request access to the Azure OpenAI service by completing the form at <a href="https://aka.ms/oai/access" target="_blank">https://aka.ms/oai/access</a>. Open an issue on this repo to contact us if you have an issue.
+    Currently, access to this service is granted only by application. You can apply for access to the Azure OpenAI service by completing the form at <a href="https://aka.ms/oai/access" target="_blank">https://aka.ms/oai/access</a>. Open an issue on this repo to contact us if you have an issue.
 - An Azure OpenAI resource – [create a resource](create-resource.md?pivots=web-portal#create-a-resource)
 - An Apache Spark cluster with SynapseML installed - create a serverless Apache Spark pool [here](../../../synapse-analytics/get-started-analyze-spark.md#create-a-serverless-apache-spark-pool)
 
diff --git a/articles/cognitive-services/openai/how-to/managed-identity.md b/articles/cognitive-services/openai/how-to/managed-identity.md
@@ -23,7 +23,7 @@ In the following sections, you'll use  the Azure CLI to assign roles, and obtain
 - An Azure subscription - <a href="https://azure.microsoft.com/free/cognitive-services" target="_blank">Create one for free</a>
 - Access granted to the Azure OpenAI service in the desired Azure subscription
 
-    Currently, access to this service is granted only by invitation. You can request access to the Azure OpenAI service by completing the form at <a href="https://aka.ms/oai/access" target="_blank">https://aka.ms/oai/access</a>. Open an issue on this repo to contact us if you have an issue.
+    Currently, access to this service is granted only by application. You can apply for access to the Azure OpenAI service by completing the form at <a href="https://aka.ms/oai/access" target="_blank">https://aka.ms/oai/access</a>. Open an issue on this repo to contact us if you have an issue.
 - Azure CLI - [Installation Guide](/cli/azure/install-azure-cli)
 - The following Python libraries: os, requests, json
 
diff --git a/articles/cognitive-services/openai/includes/create-resource-cli.md b/articles/cognitive-services/openai/includes/create-resource-cli.md
@@ -17,7 +17,7 @@ keywords:
 - An Azure subscription - <a href="https://azure.microsoft.com/free/cognitive-services" target="_blank">Create one for free</a>
 - Access granted to the Azure OpenAI service in the desired Azure subscription
 
-    Currently, access to this service is granted only by invitation. You can request access to the Azure OpenAI service by completing the form at <a href="https://aka.ms/oai/access" target="_blank">https://aka.ms/oai/access</a>. Open an issue on this repo to contact us if you have an issue.
+    Currently, access to this service is granted only by application. You can apply for access to the Azure OpenAI service by completing the form at <a href="https://aka.ms/oai/access" target="_blank">https://aka.ms/oai/access</a>. Open an issue on this repo to contact us if you have an issue.
 - Azure CLI. [Installation guide](/cli/azure/install-azure-cli)
 
 ## Sign in to the CLI
diff --git a/articles/cognitive-services/openai/includes/create-resource-portal.md b/articles/cognitive-services/openai/includes/create-resource-portal.md
@@ -16,7 +16,7 @@ keywords:
 - An Azure subscription - <a href="https://azure.microsoft.com/free/cognitive-services" target="_blank">Create one for free</a>
 - Access granted to the Azure OpenAI service in the desired Azure subscription
 
-    Currently, access to this service is granted only by invitation. You can request access to the Azure OpenAI service by completing the form at <a href="https://aka.ms/oai/access" target="_blank">https://aka.ms/oai/access</a>. Open an issue on this repo to contact us if you have an issue.
+    Currently, access to this service is granted only by application. You can apply for access to the Azure OpenAI service by completing the form at <a href="https://aka.ms/oai/access" target="_blank">https://aka.ms/oai/access</a>. Open an issue on this repo to contact us if you have an issue.
 
 ## Create a resource
 
diff --git a/articles/cognitive-services/openai/includes/python.md b/articles/cognitive-services/openai/includes/python.md
@@ -18,7 +18,7 @@ keywords:
 - An Azure subscription - <a href="https://azure.microsoft.com/free/cognitive-services" target="_blank">Create one for free</a>
 - Access granted to the Azure OpenAI service in the desired Azure subscription
 
-    Currently, access to this service is granted only by invitation. You can request access to the Azure OpenAI service by completing the form at <a href="https://aka.ms/oai/access" target="_blank">https://aka.ms/oai/access</a>. Open an issue on this repo to contact us if you have an issue.
+    Currently, access to this service is granted only by application. You can apply for access to the Azure OpenAI service by completing the form at <a href="https://aka.ms/oai/access" target="_blank">https://aka.ms/oai/access</a>. Open an issue on this repo to contact us if you have an issue.
 - <a href="https://www.python.org/" target="_blank">Python 3.7.1 or later version</a>
 - The following Python libraries: os, requests, json
 - An Azure OpenAI Service resource with a model deployed. If you don't have a resource/model the process is documented in our [resource deployment guide](../how-to/create-resource.md)
diff --git a/articles/cognitive-services/openai/includes/rest.md b/articles/cognitive-services/openai/includes/rest.md
@@ -16,7 +16,7 @@ keywords:
 - An Azure subscription - <a href="https://azure.microsoft.com/free/cognitive-services" target="_blank">Create one for free</a>
 - Access granted to the Azure OpenAI service in the desired Azure subscription
 
-    Currently, access to this service is granted only by invitation. You can request access to the Azure OpenAI service by completing the form at <a href="https://aka.ms/oai/access" target="_blank">https://aka.ms/oai/access</a>. Open an issue on this repo to contact us if you have an issue.
+    Currently, access to this service is granted only by application. You can apply for access to the Azure OpenAI service by completing the form at <a href="https://aka.ms/oai/access" target="_blank">https://aka.ms/oai/access</a>. Open an issue on this repo to contact us if you have an issue.
 - <a href="https://www.python.org/" target="_blank">Python 3.7.1 or later version</a>
 - The following Python libraries: os, requests, json
 - An Azure OpenAI Service resource with a model deployed. If you don't have a resource/model the process is documented in our [resource deployment guide](../how-to/create-resource.md)
diff --git a/articles/cognitive-services/openai/includes/studio.md b/articles/cognitive-services/openai/includes/studio.md
@@ -16,7 +16,7 @@ keywords:
 - An Azure subscription - <a href="https://azure.microsoft.com/free/cognitive-services" target="_blank">Create one for free</a>
 - Access granted to the Azure OpenAI service in the desired Azure subscription
 
-    Currently, access to this service is granted only by invitation. You can request access to the Azure OpenAI service by completing the form at <a href="https://aka.ms/oai/access" target="_blank">https://aka.ms/oai/access</a>. Open an issue on this repo to contact us if you have an issue.
+    Currently, access to this service is granted only by application. You can apply for access to the Azure OpenAI service by completing the form at <a href="https://aka.ms/oai/access" target="_blank">https://aka.ms/oai/access</a>. Open an issue on this repo to contact us if you have an issue.
 - An Azure OpenAI Service resource with a model deployed. If you don't have a resource/model, the process is documented in our [resource deployment guide](../how-to/create-resource.md)
 
 ## Go to the Azure OpenAI Studio
