Updated: Markdown to reflect uncommented delete endpoints

advanced_functionality/data_distribution_types/data_distribution_types.ipynb

@@ -720,7 +720,7 @@
    "source": [
     "### (Optional) Clean-up\n",
     "\n",
-    "If you're ready to be done with this notebook, please uncomment and run the cell below.  This will remove the hosted endpoints you created and avoid any charges from a stray instance being left on."
+    "If you're ready to be done with this notebook, please run the cell below.  This will remove the hosted endpoints you created and avoid any charges from a stray instance being left on."
    ]
   },
   {

advanced_functionality/handling_kms_encrypted_data/handling_kms_encrypted_data.ipynb

@@ -525,7 +525,7 @@
    "source": [
     "### (Optional) Delete the Endpoint\n",
     "\n",
-    "If you're ready to be done with this notebook, please uncomment the delete_endpoint line in the cell below and then run it.  This will remove the hosted endpoint you created and avoid any charges from a stray instance being left on."
+    "If you're ready to be done with this notebook, please run the delete_endpoint line in the cell below.  This will remove the hosted endpoint you created and avoid any charges from a stray instance being left on."
    ]
   },
   {

advanced_functionality/kmeans_bring_your_own_model/kmeans_bring_your_own_model.ipynb

@@ -350,6 +350,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
+    "# Remove endpoint to avoid stray charges\n",
     "sm.delete_endpoint(EndpointName=kmeans_endpoint)"
    ]
   }

advanced_functionality/r_bring_your_own/r_bring_your_own.ipynb

@@ -643,7 +643,7 @@
    "source": [
     "### (Optional) Clean-up\n",
     "\n",
-    "If you're ready to be done with this notebook, please uncomment and run cell below.  This will remove the hosted endpoint you created and avoid any charges from a stray instance being left on."
+    "If you're ready to be done with this notebook, please run the cell below.  This will remove the hosted endpoint you created and avoid any charges from a stray instance being left on."
    ]
   },
   {

advanced_functionality/xgboost_bring_your_own_model/xgboost_bring_your_own_model.ipynb

@@ -464,7 +464,7 @@
    "source": [
     "### (Optional) Delete the Endpoint\n",
     "\n",
-    "If you're ready to be done with this notebook, please uncomment the delete_endpoint line in the cell below and then run it.  This will remove the hosted endpoint you created and avoid any charges from a stray instance being left on."
+    "If you're ready to be done with this notebook, please run the delete_endpoint line in the cell below.  This will remove the hosted endpoint you created and avoid any charges from a stray instance being left on."
    ]
   },
   {

introduction_to_amazon_algorithms/factorization_machines_mnist/factorization_machines_mnist.ipynb

@@ -380,7 +380,7 @@
    "source": [
     "### (Optional) Delete the Endpoint\n",
     "\n",
-    "If you're ready to be done with this notebook, please uncomment the delete_endpoint line in the cell below and then run it.  This will remove the hosted endpoint you created and avoid any charges from a stray instance being left on."
+    "If you're ready to be done with this notebook, please run the delete_endpoint line in the cell below.  This will remove the hosted endpoint you created and avoid any charges from a stray instance being left on."
    ]
   },
   {

introduction_to_amazon_algorithms/imageclassification_caltech/Image-classification-fulltraining.ipynb

@@ -555,7 +555,7 @@
    "source": [
     "### Clean up\n",
     "\n",
-    "When we're done with the endpoint, we can just delete it and the backing instances will be released. Uncomment and run the following cell to delete the endpoint and model"
+    "When we're done with the endpoint, we can just delete it and the backing instances will be released.  Run the following cell to delete the endpoint and model."
    ]
   },
   {

introduction_to_amazon_algorithms/imageclassification_caltech/Image-classification-transfer-learning.ipynb

@@ -570,7 +570,7 @@
    "source": [
     "### Clean up\n",
     "\n",
-    "When we're done with the endpoint, we can just delete it and the backing instances will be released. Uncomment and run the following cell to delete the endpoint and model"
+    "When we're done with the endpoint, we can just delete it and the backing instances will be released.  Run the following cell to delete the endpoint and model."
    ]
   },
   {

introduction_to_amazon_algorithms/lda_topic_modeling/LDA-Introduction.ipynb

@@ -514,7 +514,7 @@
     "\n",
     "Finally, we should delete the endpoint before we close the notebook.\n",
     "\n",
-    "To do so uncomment and execute the cell below. Alternately, you can navigate to the \"Endpoints\" tab in the SageMaker console, select the endpoint with the name stored in the variable `endpoint_name`, and select \"Delete\" from the \"Actions\" dropdown menu. "
+    "To do so execute the cell below. Alternately, you can navigate to the \"Endpoints\" tab in the SageMaker console, select the endpoint with the name stored in the variable `endpoint_name`, and select \"Delete\" from the \"Actions\" dropdown menu. "
    ]
   },
   {

introduction_to_amazon_algorithms/linear_learner_mnist/linear_learner_mnist.ipynb

@@ -371,7 +371,7 @@
    "source": [
     "### (Optional) Delete the Endpoint\n",
     "\n",
-    "If you're ready to be done with this notebook, please uncomment the delete_endpoint line in the cell below and then run it.  This will remove the hosted endpoint you created and avoid any charges from a stray instance being left on."
+    "If you're ready to be done with this notebook, please run the delete_endpoint line in the cell below.  This will remove the hosted endpoint you created and avoid any charges from a stray instance being left on."
    ]
   },
   {

introduction_to_amazon_algorithms/pca_mnist/pca_mnist.ipynb

@@ -369,7 +369,7 @@
    "source": [
     "### (Optional) Delete the Endpoint\n",
     "\n",
-    "If you're ready to be done with this notebook, please uncomment the delete_endpoint line in the cell below and then run it.  This will remove the hosted endpoint you created and avoid any charges from a stray instance being left on."
+    "If you're ready to be done with this notebook, please run the delete_endpoint line in the cell below.  This will remove the hosted endpoint you created and avoid any charges from a stray instance being left on."
    ]
   },
   {

introduction_to_applying_machine_learning/breast_cancer_prediction/Breast Cancer Prediction.ipynb

@@ -638,7 +638,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "###### Uncomment the cell below to delete endpoint once you are done."
+    "###### Run the cell below to delete endpoint once you are done."
    ]
   },
   {

introduction_to_applying_machine_learning/ensemble_modeling/EnsembleLearnerCensusIncome.ipynb

@@ -1171,7 +1171,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "##### Uncomment below to delete endpoints once you are done."
+    "##### Run below to delete endpoints once you are done."
    ]
   },
   {

introduction_to_applying_machine_learning/linear_time_series_forecast/linear_time_series_forecast.ipynb

@@ -561,7 +561,7 @@
    "source": [
     "### (Optional) Clean-up\n",
     "\n",
-    "If you're ready to be done with this notebook, please uncomment and run cell below.  This will remove the hosted endpoint you created and avoid any charges from a stray instance being left on."
+    "If you're ready to be done with this notebook, please run the cell below.  This will remove the hosted endpoint you created and avoid any charges from a stray instance being left on."
    ]
   },
   {

introduction_to_applying_machine_learning/xgboost_customer_churn/xgboost_customer_churn.ipynb

@@ -620,7 +620,7 @@
    "source": [
     "### (Optional) Clean-up\n",
     "\n",
-    "If you're ready to be done with this notebook, please uncomment and run cell below.  This will remove the hosted endpoint you created and avoid any charges from a stray instance being left on."
+    "If you're ready to be done with this notebook, please run the cell below.  This will remove the hosted endpoint you created and avoid any charges from a stray instance being left on."
    ]
   },
   {

introduction_to_applying_machine_learning/xgboost_direct_marketing/xgboost_direct_marketing_sagemaker.ipynb

@@ -579,7 +579,7 @@
    "source": [
     "### (Optional) Clean-up\n",
     "\n",
-    "If you are done with this notebook, please uncomment and run the cell below.  This will remove the hosted endpoint you created and avoid any charges from a stray instance being left on."
+    "If you are done with this notebook, please run the cell below.  This will remove the hosted endpoint you created and avoid any charges from a stray instance being left on."
    ]
   },
   {

scientific_details_of_algorithms/lda_topic_modeling/LDA-Science.ipynb

@@ -1029,7 +1029,7 @@
     "\n",
     "Finally, we should delete the endpoint before we close the notebook.\n",
     "\n",
-    "To do so uncomment and execute the cell below. Alternately, you can navigate to the \"Endpoints\" tab in the SageMaker console, select the endpoint with the name stored in the variable `endpoint_name`, and select \"Delete\" from the \"Actions\" dropdown menu. "
+    "To do so execute the cell below. Alternately, you can navigate to the \"Endpoints\" tab in the SageMaker console, select the endpoint with the name stored in the variable `endpoint_name`, and select \"Delete\" from the \"Actions\" dropdown menu. "
    ]
   },
   {

under_development/mxnet_mnist_byom/mxnet_mnist.ipynb

@@ -279,7 +279,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "If you do not want continied use of the endpoint, you can remove it. Remember, open endpoints are charged. If this is a simple test or practice, it is recommended to delete them."
+    "If you do not want continued use of the endpoint, you can remove it. Remember, open endpoints are charged. If this is a simple test or practice, it is recommended to delete them."
    ]
   },
   {

under_development/tensorflow_iris_byom/tensorflow_BYOM_iris.ipynb

@@ -335,7 +335,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "If you do not want continied use of the endpoint, you can remove it. Remember, open endpoints are charged. If this is a simple test or practice, it is recommended to delete them."
+    "If you do not want continued use of the endpoint, you can remove it. Remember, open endpoints are charged. If this is a simple test or practice, it is recommended to delete them."
    ]
   },
   {