Update webrequests.ipynb (#3208)

* Update webrequests.ipynb

* Update litellm.ipynb

* Update openaisdk.ipynb

sdk/python/foundation-models/jais/litellm.ipynb

@@ -8,7 +8,7 @@
     "\n",
     "Use `litellm` to consume JAIS deployments in Azure AI and Azure ML. Notice that JAIS in Azure only supports chat completions API.\n",
     "\n",
-    "> Review the [documentation](https://learn.microsoft.com/en-us/azure/ai-studio/how-to/deploy-models-jais) for the JAIS 30b Chat model in AI Studio and for ML Studio for details on how to provision inference endpoints, regional availability, # and inference schema reference."
+    "> Review the [documentation](https://aka.ms/jais-azure-ai-studio-docs) for the JAIS 30b Chat model in AI Studio and for ML Studio for details on how to provision inference endpoints, regional availability, # and inference schema reference."
    ]
   },
   {
@@ -24,13 +24,13 @@
     "* Create a project and resource group\n",
     "* Select `Jais-30b-Chat` in the model catalog.\n",
     "\n",
-    "    > Notice that some models may not be available in all the regions in Azure AI and Azure Machine Learning. On those cases, you can create a workspace or project in the region where the models are available and then consume it with a connection from a different one. To learn more about using connections see [Consume models with connections](https://learn.microsoft.com/en-us/azure/ai-studio/how-to/deployments-connections)\n",
+    "    > Notice that some models may not be available in all the regions in Azure AI and Azure Machine Learning. On those cases, you can create a workspace or project in the region where the models are available and then consume it with a connection from a different one. To learn more about using connections see [Consume models with connections](https://learn.microsoft.com/en-us/azure/ai-studio//deployments-connections)\n",
     "\n",
     "* Deploy with \"Serverless APIs\"\n",
     "\n",
     "Once deployed successfully, you should be assigned for an API endpoint and a security key for inference.\n",
     "\n",
-    "For more information, you should consult Azure's official documentation [here](https://learn.microsoft.com/en-us/azure/ai-studio/how-to/deploy-models-jais) for model deployment and inference.\n",
+    "For more information, you should consult Azure's official documentation [here](https://aka.ms/jais-azure-ai-studio-docs) for model deployment and inference.\n",
     "\n",
     "To complete this tutorial, you will need to:\n",
     "\n",
@@ -133,7 +133,7 @@
     "\n",
     "Here are some additional reference:  \n",
     "\n",
-    "* [Plan and manage costs (marketplace)](https://learn.microsoft.com/azure/ai-studio/how-to/costs-plan-manage#monitor-costs-for-models-offered-through-the-azure-marketplace)"
+    "* [Plan and manage costs (marketplace)](https://learn.microsoft.com/azure/ai-studio//costs-plan-manage#monitor-costs-for-models-offered-through-the-azure-marketplace)"
    ]
   }
  ],

sdk/python/foundation-models/jais/openaisdk.ipynb

@@ -12,7 +12,7 @@
     "\n",
     "The example below shows how to make this transition using the OpenAI Python Library. Notice that the Azure AI chat completions API supports only a portion of the parameters supported by OpenAI API.\n",
     "\n",
-    "> Review the [documentation](https://learn.microsoft.com/en-us/azure/ai-studio/how-to/deploy-models-jais) for the JAIS models in AI Studio and ML Studio for details on how to provision inference endpoints, regional availability, # and inference schema reference."
+    "> Review the [documentation](https://aka.ms/jais-azure-ai-studio-docs) for the JAIS models in AI Studio and ML Studio for details on how to provision inference endpoints, regional availability, # and inference schema reference."
    ]
   },
   {
@@ -34,7 +34,7 @@
     "\n",
     "Once deployed successfully, you should be assigned for an API endpoint and a security key for inference.\n",
     "\n",
-    "For more information, you should consult Azure's official documentation [here](https://learn.microsoft.com/en-us/azure/ai-studio/how-to/deploy-models-jais) for model deployment and inference.\n",
+    "For more information, you should consult Azure's official documentation [here](https://aka.ms/jais-azure-ai-studio-docs) for model deployment and inference.\n",
     "\n",
     "To complete this tutorial, you will need to:\n",
     "\n",

sdk/python/foundation-models/jais/webrequests.ipynb

@@ -10,7 +10,7 @@
     "* HTTP requests API usage for Mistral pretrained and chat models in CLI\n",
     "* HTTP requests API usage for Mistral pretrained and chat models in Python\n",
     "\n",
-    "> Review the [documentation](https://learn.microsoft.com/en-us/azure/ai-studio/how-to/deploy-models-jais) for the JAIS model for AI Studio and for ML Studio for details on how to provision inference endpoints, regional availability, # and inference schema reference."
+    "> Review the [documentation](https://aka.ms/jais-azure-ai-studio-docs) for the JAIS model for AI Studio and for ML Studio for details on how to provision inference endpoints, regional availability, # and inference schema reference."
    ]
   },
   {
@@ -32,7 +32,7 @@
     "\n",
     "Once deployed successfully, you should be assigned for an API endpoint and a security key for inference.\n",
     "\n",
-    "For more information, you should consult Azure's official documentation [here](https://learn.microsoft.com/en-us/azure/ai-studio/how-to/deploy-models-jais) for model deployment and inference."
+    "For more information, you should consult Azure's official documentation [here](https://aka.ms/jais-azure-ai-studio-docs) for model deployment and inference."
    ]
   },
   {