fix errors

Author: sdgilley

articles/ai-foundry/how-to/develop/evaluate-sdk.md

@@ -407,7 +407,7 @@ For NLP evaluators, only a score is given in the `{metric_name}` key.
 
 Like six other AI-assisted evaluators, `GroundednessEvaluator` is a prompt-based evaluator that outputs a score on a 5-point scale (the higher the score, the more grounded the result is). On the other hand, `GroundednessProEvaluator` (preview) invokes our backend evaluation service powered by Azure AI Content Safety and outputs `True` if all content is grounded, or `False` if any ungrounded content is detected.
 
-We open-source the prompts of our quality evaluators except for `GroundednessProEvaluator` (powered by Azure AI Content Safety) for transparency. These prompts serve as instructions for a language model to perform their evaluation task, which requires a human-friendly definition of the metric and its associated scoring rubrics (what the five levels of quality mean for the metric). We highly recommend that users customize the definitions and grading rubrics to their scenario specifics. See details in [Custom Evaluators](#custom-evaluators).
+We open-source the prompts of our quality evaluators except for `GroundednessProEvaluator` (powered by Azure AI Content Safety) for transparency. These prompts serve as instructions for a language model to perform their evaluation task, which requires a human-friendly definition of the metric and its associated scoring rubrics (what the five levels of quality mean for the metric). We highly recommend that users customize the definitions and grading rubrics to their scenario specifics. 
 
 
 ### Risk and safety evaluators (preview)

articles/ai-foundry/how-to/fine-tune-serverless.md

@@ -217,15 +217,15 @@ Several enterprise scenarios are supported for MaaS fine-tuning. The table below
 >- Storage auth can be changed in Azure Storage > **Settings** > **Configurations** page > **Allow storage account key access**.  
 >- Storage networking can be changed in Azure Storage > **Networking** page.
 
-| **Storage Networking**                                       |  **Storage Auth**               | **Data Connection Auth**         | **Support**             |
-| ------------------------------------------------------------ | ------------------------------ | --------------------------------- | ----------------------- |
-| Public Network Access = Enabled                               | Account key enabled            | SAS/Account Key                  | Yes, UX and SDK         |
-| Public Network Access = Enabled                               | Account key disabled           | Entra-Based Auth (Credentialless) | Yes, UX and SDK <br><br> *Note:* for UX, you may need to add Storage Blob Data Reader or Storage Blob Data Contributor for your user ID on the storage account, or change the connection's authentication to use Account key/SAS token |                               |                                   |                         |
-| Enabled from selected virtual networks and IP addresses      | Account key enabled            | Account key                      | Yes, UX and SDK <br><br> *Note:* for UX, the IP of the compute running the browser must be in the selected list        |
-| Enabled from selected virtual networks and IP addresses      | Account key enabled            | SAS                               | Yes, UX and SDK  <br><br> *Note:* for UX, the IP of the compute running the browser must be in the selected list       |
-| Enabled from selected virtual networks and IP addresses      | Account key disabled           | Entra-Based Auth (Credentialless) | Yes, UX and SDK. <br><br>*Note:* for UX, you may need to add Storage Blob Data Reader or Storage Blob Data Contributor for your user ID on the storage account, or change the connection's authentication to use Account key/SAS token. Also ensure the IP of the compute running the browser must be in the selected list |                               |                                   |                         |
-| Public Network Access = Disabled                              | Account key enabled            | SAS/Account Key                  | Yes, UX and SDK. <br><br> *Note:*  for UX data upload and submission to work, the workspace _needs to be accessed from within the Vnet_ that has appropriate access to the storage           |
-| Public Network Access = Disabled                              | Account key disabled           | Entra-Based Auth (Credentialless) | Yes, UX and SDK. <br><br> *Note:* for UX data upload and submission to work, the workspace _needs to be accessed from within the Vnet_ that has appropriate access to the storage                |
+| **Storage Networking** | **Storage Auth** | **Data Connection Auth** | **Support** |
+|--|--|--|--|
+| Public Network Access = Enabled | Account key enabled | SAS/Account Key | Yes, UX and SDK |
+| Public Network Access = Enabled | Account key disabled | Entra-Based Auth (Credentialless) | Yes, UX and SDK <br><br> *Note:* for UX, you may need to add Storage Blob Data Reader or Storage Blob Data Contributor for your user ID on the storage account, or change the connection's authentication to use Account key/SAS token | 
+| Enabled from selected virtual networks and IP addresses | Account key enabled | Account key | Yes, UX and SDK <br><br> *Note:* for UX, the IP of the compute running the browser must be in the selected list |
+| Enabled from selected virtual networks and IP addresses | Account key enabled | SAS | Yes, UX and SDK  <br><br> *Note:* for UX, the IP of the compute running the browser must be in the selected list |
+| Enabled from selected virtual networks and IP addresses | Account key disabled | Entra-Based Auth (Credentialless) | Yes, UX and SDK. <br><br>*Note:* for UX, you may need to add Storage Blob Data Reader or Storage Blob Data Contributor for your user ID on the storage account, or change the connection's authentication to use Account key/SAS token. Also ensure the IP of the compute running the browser must be in the selected list |
+| Public Network Access = Disabled | Account key enabled | SAS/Account Key | Yes, UX and SDK. <br><br> *Note:*  for UX data upload and submission to work, the workspace _needs to be accessed from within the Vnet_ that has appropriate access to the storage |
+| Public Network Access = Disabled | Account key disabled | Entra-Based Auth (Credentialless) | Yes, UX and SDK. <br><br> *Note:* for UX data upload and submission to work, the workspace _needs to be accessed from within the Vnet_ that has appropriate access to the storage |
 
 
 The scenarios above should work in a Managed Vnet workspace as well. See setup of Managed Vnet AI Foundry hub here: [How to configure a managed network for Azure AI Foundry hubs](./configure-managed-network.md)
@@ -587,10 +587,10 @@ Several enterprise scenarios are supported for MaaS fine-tuning. The table below
 | **Storage Networking**                                       |  **Storage Auth**               | **Data Connection Auth**         | **Support**             |
 | ------------------------------------------------------------ | ------------------------------ | --------------------------------- | ----------------------- |
 | Public Network Access = Enabled                               | Account key enabled            | SAS/Account Key                  | Yes, UX and SDK         |
-| Public Network Access = Enabled                               | Account key disabled           | Entra-Based Auth (Credentialless) | Yes, UX and SDK <br><br> *Note:* for UX, you may need to add Storage Blob Data Reader or Storage Blob Data Contributor for your user ID on the storage account, or change the connection's authentication to use Account key/SAS token |                               |                                   |                         |
+| Public Network Access = Enabled                               | Account key disabled           | Entra-Based Auth (Credentialless) | Yes, UX and SDK <br><br> *Note:* for UX, you may need to add Storage Blob Data Reader or Storage Blob Data Contributor for your user ID on the storage account, or change the connection's authentication to use Account key/SAS token | 
 | Enabled from selected virtual networks and IP addresses      | Account key enabled            | Account key                      | Yes, UX and SDK <br><br> *Note:* for UX, the IP of the compute running the browser must be in the selected list        |
 | Enabled from selected virtual networks and IP addresses      | Account key enabled            | SAS                               | Yes, UX and SDK  <br><br> *Note:* for UX, the IP of the compute running the browser must be in the selected list       |
-| Enabled from selected virtual networks and IP addresses      | Account key disabled           | Entra-Based Auth (Credentialless) | Yes, UX and SDK. <br><br>*Note:* for UX, you may need to add Storage Blob Data Reader or Storage Blob Data Contributor for your user ID on the storage account, or change the connection's authentication to use Account key/SAS token. Also ensure the IP of the compute running the browser must be in the selected list |                               |                                   |                         |
+| Enabled from selected virtual networks and IP addresses      | Account key disabled           | Entra-Based Auth (Credentialless) | Yes, UX and SDK. <br><br>*Note:* for UX, you may need to add Storage Blob Data Reader or Storage Blob Data Contributor for your user ID on the storage account, or change the connection's authentication to use Account key/SAS token. Also ensure the IP of the compute running the browser must be in the selected list |
 | Public Network Access = Disabled                              | Account key enabled            | SAS/Account Key                  | Yes, UX and SDK. <br><br> *Note:*  for UX data upload and submission to work, the workspace _needs to be accessed from within the Vnet_ that has appropriate access to the storage           |
 | Public Network Access = Disabled                              | Account key disabled           | Entra-Based Auth (Credentialless) | Yes, UX and SDK. <br><br> *Note:* for UX data upload and submission to work, the workspace _needs to be accessed from within the Vnet_ that has appropriate access to the storage                |