Merge pull request #6035 from JustPies/jpvalidation-7-15-2

Bulk - fix validation issues

Author: prmerger-automator[bot]

articles/machine-learning/data-science-virtual-machine/dsvm-tutorial-resource-manager.md

@@ -28,7 +28,7 @@ If your environment meets the prerequisites and you know how to use ARM template
 
 ## Prerequisites
 
-* An Azure subscription. If you don't have an Azure subscription, create a [free account](https://azure.microsoft.com/free/services/machine-learning/) before you begin.
+* An Azure subscription. If you don't have an Azure subscription, create a [free account](https://azure.microsoft.com/products/machine-learning/) before you begin.
 
 * You need the [Azure CLI](/cli/azure/install-azure-cli) to use the CLI commands in this document from your **local environment**.
 

articles/machine-learning/data-science-virtual-machine/reference-ubuntu-vm.md

@@ -28,7 +28,7 @@ available in the `py38_pytorch` environment.
 
 H2O is a fast, in-memory, distributed machine learning and predictive analytics platform. A Python package is installed in both the root and py35 Anaconda environments. An R package is also installed.
 
-To open H2O from the command line, run `java -jar /dsvm/tools/h2o/current/h2o.jar`. You can configure various available[command-line options](http://docs.h2o.ai/h2o/latest-stable/h2o-docs/starting-h2o.html#from-the-command-line). Browse to the Flow web UI to `http://localhost:54321` to get started. JupyterHub offers sample notebooks.
+To open H2O from the command line, run `java -jar /dsvm/tools/h2o/current/h2o.jar`. You can configure various available command-line options. Browse to the Flow web UI to `http://localhost:54321` to get started. JupyterHub offers sample notebooks.
 
 ### TensorFlow
 

articles/machine-learning/prompt-flow/troubleshoot-guidance.md

@@ -146,7 +146,7 @@ You may encounter 409 error from Azure OpenAI, it means you have reached the rat
 
         In this case, if you find the message `request canceled` in the logs, it might be because the OpenAI API call is taking too long and exceeding the timeout limit.
 
-        An OpenAI API timeout could be caused by a network issue or a complex request that requires more processing time. For more information, see [OpenAI API timeout](https://help.openai.com/en/articles/6897186-timeout).
+        An OpenAI API timeout could be caused by a network issue or a complex request that requires more processing time. For more information, see [OpenAI API timeout](https://platform.openai.com/docs/actions/production#timeouts).
 
         Wait a few seconds and retry your request. This action usually resolves any network issues.