Modified text in Clean up section

image_classification/notebooks/deployment/01_deployment_on_azure_container_instances.ipynb

@@ -1130,7 +1130,15 @@
     "\n",
     "Throughout the notebook, we used a workspace and Azure container instances.\n",
     "\n",
-    "When we first created our workspace, 4 extra resources were automatically added to it: a [container registry](https://azure.microsoft.com/en-us/pricing/details/container-registry/), a [storage account](https://azure.microsoft.com/en-us/pricing/details/storage/blobs/), [Application Insights](https://azure.microsoft.com/en-us/pricing/details/monitor/) and a [key vault](https://azure.microsoft.com/en-us/pricing/details/key-vault/), each with its own cost. In this notebook, we also hosted our web service on container instances. Overall, assuming it took us about 1 hour to go through this notebook, and assuming that our web service was up for 30 minutes (so we could have time to test it), this tutorial cost us a few dollars.\n",
+    "When we first created our workspace, 4 extra resources were automatically added to it:\n",
+    "- A container registry, which hosts our Docker images\n",
+    "- A storage account, in which our output files get stored\n",
+    "- Application Insights, which allows us to monitor the health of and traffic to our web service, as we will see in the next notebook\n",
+    "- A key vault, which stores our credentials.\n",
+    "\n",
+    "In this notebook, we also hosted our web service on container instances. Overall, during the time it took us to run this notebook (assuming ~ 1h), the cost we incurred was of less than $3.\n",
+    "\n",
+    "To get a better sense of pricing, we can refer to this [calculator](https://azure.microsoft.com/en-us/pricing/calculator/). We can also navigate to the [Cost Management + Billing](https://ms.portal.azure.com/#blade/Microsoft_Azure_Billing/ModernBillingMenuBlade/Overview) pane on the portal, click on our subscription ID, and click on the Cost Analysis tab to check our credit usage.\n",
     "\n",
     "In order not to incur extra costs, let's now delete the resources we no longer need."
    ]

image_classification/python/01_deployment_on_azure_container_instances.py

@@ -614,7 +614,15 @@ print(f"Prediction: {resp.text}")
 #
 # Throughout the notebook, we used a workspace and Azure container instances.
 #
-# When we first created our workspace, 4 extra resources were automatically added to it: a [container registry](https://azure.microsoft.com/en-us/pricing/details/container-registry/), a [storage account](https://azure.microsoft.com/en-us/pricing/details/storage/blobs/), [Application Insights](https://azure.microsoft.com/en-us/pricing/details/monitor/) and a [key vault](https://azure.microsoft.com/en-us/pricing/details/key-vault/), each with its own cost. In this notebook, we also hosted our web service on container instances. Overall, assuming it took us about 1 hour to go through this notebook, and assuming that our web service was up for 30 minutes (so we could have time to test it), this tutorial cost us a few dollars.
+# When we first created our workspace, 4 extra resources were automatically added to it:
+# - A container registry, which hosts our Docker images
+# - A storage account, in which our output files get stored
+# - Application Insights, which allows us to monitor the health of and traffic to our web service, as we will see in the next notebook
+# - A key vault, which stores our credentials.
+#
+# In this notebook, we also hosted our web service on container instances. Overall, during the time it took us to run this notebook (assuming ~ 1h), the cost we incurred was of less than $3.
+#
+# To get a better sense of pricing, we can refer to this [calculator](https://azure.microsoft.com/en-us/pricing/calculator/). We can also navigate to the [Cost Management + Billing](https://ms.portal.azure.com/#blade/Microsoft_Azure_Billing/ModernBillingMenuBlade/Overview) pane on the portal, click on our subscription ID, and click on the Cost Analysis tab to check our credit usage.
 #
 # In order not to incur extra costs, let's now delete the resources we no longer need.