diff --git a/404.html b/404.html
index c96354c..9222dd3 100644
--- a/404.html
+++ b/404.html
@@ -376,8 +376,8 @@ <h1>Page not found</h1>
   "url": "https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/404.html",
   "identifier": "https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/404.html",
   "dateCreated": "2024-10-31",
-  "dateModified": "2024-11-05",
-  "datePublished": "2024-11-05"
+  "dateModified": "2024-11-06",
+  "datePublished": "2024-11-06"
 }
 
   </script><script>
diff --git a/Accessing-S3-via-SageMaker-notebooks.html b/Accessing-S3-via-SageMaker-notebooks.html
index 0b9c0d1..8f64595 100644
--- a/Accessing-S3-via-SageMaker-notebooks.html
+++ b/Accessing-S3-via-SageMaker-notebooks.html
@@ -706,7 +706,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/Accessing-S3-via-SageMaker-notebooks.html",
   "dateCreated": "2024-10-31",
   "dateModified": "2024-11-03",
-  "datePublished": "2024-11-05"
+  "datePublished": "2024-11-06"
 }
 
   </script><script>
diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index 679c994..2e44a80 100644
--- a/CODE_OF_CONDUCT.html
+++ b/CODE_OF_CONDUCT.html
@@ -399,7 +399,7 @@ <h1>Contributor Code of Conduct</h1>
   "identifier": "https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/CODE_OF_CONDUCT.html",
   "dateCreated": "2024-10-31",
   "dateModified": "2022-08-05",
-  "datePublished": "2024-11-05"
+  "datePublished": "2024-11-06"
 }
 
   </script><script>
diff --git a/Data-storage-setting-up-S3.html b/Data-storage-setting-up-S3.html
index 3a90688..c8d8cd6 100644
--- a/Data-storage-setting-up-S3.html
+++ b/Data-storage-setting-up-S3.html
@@ -704,7 +704,7 @@ <h3 class="callout-title">Challenge Exercise: Calculate Your Project’s Data Co
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <p>Using the S3 Standard rate in us-east-1:</p>
 <ol style="list-style-type: decimal"><li>
@@ -875,7 +875,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/Data-storage-setting-up-S3.html",
   "dateCreated": "2024-10-31",
   "dateModified": "2024-11-05",
-  "datePublished": "2024-11-05"
+  "datePublished": "2024-11-06"
 }
 
   </script><script>
diff --git a/Interacting-with-code-repo.html b/Interacting-with-code-repo.html
index 26adb2d..1377955 100644
--- a/Interacting-with-code-repo.html
+++ b/Interacting-with-code-repo.html
@@ -848,7 +848,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/Interacting-with-code-repo.html",
   "dateCreated": "2024-10-31",
   "dateModified": "2024-11-03",
-  "datePublished": "2024-11-05"
+  "datePublished": "2024-11-06"
 }
 
   </script><script>
diff --git a/LICENSE.html b/LICENSE.html
index 1ee8cf4..c88b5f6 100644
--- a/LICENSE.html
+++ b/LICENSE.html
@@ -447,7 +447,7 @@ <h1>Licenses</h1>
   "identifier": "https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/LICENSE.html",
   "dateCreated": "2024-10-31",
   "dateModified": "2023-04-07",
-  "datePublished": "2024-11-05"
+  "datePublished": "2024-11-06"
 }
 
   </script><script>
diff --git a/SageMaker-notebooks-as-controllers.html b/SageMaker-notebooks-as-controllers.html
index 5756e7f..27e12a0 100644
--- a/SageMaker-notebooks-as-controllers.html
+++ b/SageMaker-notebooks-as-controllers.html
@@ -329,7 +329,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Notebooks as Controllers</h1>
-        <p>Last updated on 2024-11-05 |
+        <p>Last updated on 2024-11-06 |
 
         <a href="https://github.com/UW-Madison-DataScience/ml-with-aws-sagemaker/edit/main/episodes/SageMaker-notebooks-as-controllers.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -425,8 +425,8 @@ <h3 id="create-a-new-notebook-instance">2. Create a new notebook instance<a clas
 notebook’s primary user (your name), dataset (titanic), purpose
 (train-tune), and models utilized (XGBoost-NN). <strong>Hackathon
 attendees must use the following convention</strong>:
-TeamName_YourName_Dataset_NotebookPurpose(s)_Model(s) (e.g.,
-<code>MyAwesomeTeam_ChrisEndemann_Titanic_Train-Tune_XGBoost-NN</code>).</li>
+TeamName-YourName-Dataset-NotebookPurpose(s)-Model(s) (e.g.,
+<code>MyAwesomeTeam-ChrisEndemann-Titanic-Train-Tune-XGBoost-NN</code>).</li>
 <li>
 <strong>Instance type</strong>: Start with a small instance type,
 such as <code>ml.t3.medium</code>. You can scale up later as needed for
@@ -578,8 +578,8 @@ <h3 class="callout-title">Key Points</h3>
   "url": "https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/SageMaker-notebooks-as-controllers.html",
   "identifier": "https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/SageMaker-notebooks-as-controllers.html",
   "dateCreated": "2024-10-31",
-  "dateModified": "2024-11-05",
-  "datePublished": "2024-11-05"
+  "dateModified": "2024-11-06",
+  "datePublished": "2024-11-06"
 }
 
   </script><script>
diff --git a/SageMaker-overview.html b/SageMaker-overview.html
index 3aa0e95..17f5082 100644
--- a/SageMaker-overview.html
+++ b/SageMaker-overview.html
@@ -444,7 +444,7 @@ <h3 id="why-use-sagemaker-for-machine-learning">Why use SageMaker for machine le
   "identifier": "https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/SageMaker-overview.html",
   "dateCreated": "2024-10-31",
   "dateModified": "2024-11-05",
-  "datePublished": "2024-11-05"
+  "datePublished": "2024-11-06"
 }
 
   </script><script>
diff --git a/Training-models-in-SageMaker-notebooks.html b/Training-models-in-SageMaker-notebooks.html
index b4af03b..463ce94 100644
--- a/Training-models-in-SageMaker-notebooks.html
+++ b/Training-models-in-SageMaker-notebooks.html
@@ -2190,7 +2190,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/Training-models-in-SageMaker-notebooks.html",
   "dateCreated": "2024-10-31",
   "dateModified": "2024-11-03",
-  "datePublished": "2024-11-05"
+  "datePublished": "2024-11-06"
 }
 
   </script><script>
diff --git a/aio.html b/aio.html
index a16ab93..ce9a22c 100644
--- a/aio.html
+++ b/aio.html
@@ -856,7 +856,7 @@ <h3 class="callout-title">Challenge Exercise: Calculate Your Project’s Data Co
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <p>Using the S3 Standard rate in us-east-1:</p>
 <ol style="list-style-type: decimal">
@@ -1002,7 +1002,7 @@ <h3 class="callout-title">Key Points</h3>
 </div>
 </section></section><section id="aio-SageMaker-notebooks-as-controllers"><p>Content from <a href="SageMaker-notebooks-as-controllers.html">Notebooks as Controllers</a></p>
 <hr>
-<p>Last updated on 2024-11-05 |
+<p>Last updated on 2024-11-06 |
 
         <a href="https://github.com/UW-Madison-DataScience/ml-with-aws-sagemaker/edit/main/episodes/SageMaker-notebooks-as-controllers.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
@@ -1110,8 +1110,8 @@ <h3 id="create-a-new-notebook-instance">2. Create a new notebook instance<a clas
 notebook’s primary user (your name), dataset (titanic), purpose
 (train-tune), and models utilized (XGBoost-NN). <strong>Hackathon
 attendees must use the following convention</strong>:
-TeamName_YourName_Dataset_NotebookPurpose(s)_Model(s) (e.g.,
-<code>MyAwesomeTeam_ChrisEndemann_Titanic_Train-Tune_XGBoost-NN</code>).</li>
+TeamName-YourName-Dataset-NotebookPurpose(s)-Model(s) (e.g.,
+<code>MyAwesomeTeam-ChrisEndemann-Titanic-Train-Tune-XGBoost-NN</code>).</li>
 <li>
 <strong>Instance type</strong>: Start with a small instance type,
 such as <code>ml.t3.medium</code>. You can scale up later as needed for
@@ -4086,8 +4086,8 @@ <h3 class="callout-title">Key Points</h3>
   "url": "https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/aio.html",
   "identifier": "https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/aio.html",
   "dateCreated": "2024-10-31",
-  "dateModified": "2024-11-05",
-  "datePublished": "2024-11-05"
+  "dateModified": "2024-11-06",
+  "datePublished": "2024-11-06"
 }
 
   </script><script>
diff --git a/images.html b/images.html
index 7e83e85..da55183 100644
--- a/images.html
+++ b/images.html
@@ -432,8 +432,8 @@ <h3 id="SageMaker-notebooks-as-controllers-figure-1">Figure 1</h3>
   "url": "https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/images.html",
   "identifier": "https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/images.html",
   "dateCreated": "2024-10-31",
-  "dateModified": "2024-11-05",
-  "datePublished": "2024-11-05"
+  "dateModified": "2024-11-06",
+  "datePublished": "2024-11-06"
 }
 
   </script><script>
diff --git a/index.html b/index.html
index a0f104c..4e8f3f4 100644
--- a/index.html
+++ b/index.html
@@ -459,8 +459,8 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
   "url": "https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/index.html",
   "identifier": "https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/index.html",
   "dateCreated": "2024-10-31",
-  "dateModified": "2024-11-05",
-  "datePublished": "2024-11-05"
+  "dateModified": "2024-11-06",
+  "datePublished": "2024-11-06"
 }
 
   </script><script>
diff --git a/instructor-notes.html b/instructor-notes.html
index ba606fd..bcd8eaf 100644
--- a/instructor-notes.html
+++ b/instructor-notes.html
@@ -422,8 +422,8 @@ <h1>Instructor Notes</h1>
   "url": "https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/instructor-notes.html",
   "identifier": "https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/instructor-notes.html",
   "dateCreated": "2024-10-31",
-  "dateModified": "2024-11-05",
-  "datePublished": "2024-11-05"
+  "dateModified": "2024-11-06",
+  "datePublished": "2024-11-06"
 }
 
   </script><script>
diff --git a/instructor/404.html b/instructor/404.html
index 5c516c2..bdd1f96 100644
--- a/instructor/404.html
+++ b/instructor/404.html
@@ -376,8 +376,8 @@ <h1>Page not found</h1>
   "url": "https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/instructor/404.html",
   "identifier": "https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/instructor/404.html",
   "dateCreated": "2024-10-31",
-  "dateModified": "2024-11-05",
-  "datePublished": "2024-11-05"
+  "dateModified": "2024-11-06",
+  "datePublished": "2024-11-06"
 }
 
   </script><script>
diff --git a/instructor/Accessing-S3-via-SageMaker-notebooks.html b/instructor/Accessing-S3-via-SageMaker-notebooks.html
index a3c4518..a8ae469 100644
--- a/instructor/Accessing-S3-via-SageMaker-notebooks.html
+++ b/instructor/Accessing-S3-via-SageMaker-notebooks.html
@@ -708,7 +708,7 @@ <h3 class="callout-title">Key Points</h3>
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   "dateCreated": "2024-10-31",
   "dateModified": "2024-11-03",
-  "datePublished": "2024-11-05"
+  "datePublished": "2024-11-06"
 }
 
   </script><script>
diff --git a/instructor/CODE_OF_CONDUCT.html b/instructor/CODE_OF_CONDUCT.html
index 84c759e..93bc829 100644
--- a/instructor/CODE_OF_CONDUCT.html
+++ b/instructor/CODE_OF_CONDUCT.html
@@ -401,7 +401,7 @@ <h1>Contributor Code of Conduct</h1>
   "identifier": "https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/instructor/CODE_OF_CONDUCT.html",
   "dateCreated": "2024-10-31",
   "dateModified": "2022-08-05",
-  "datePublished": "2024-11-05"
+  "datePublished": "2024-11-06"
 }
 
   </script><script>
diff --git a/instructor/Data-storage-setting-up-S3.html b/instructor/Data-storage-setting-up-S3.html
index 78e1b28..375ba15 100644
--- a/instructor/Data-storage-setting-up-S3.html
+++ b/instructor/Data-storage-setting-up-S3.html
@@ -706,7 +706,7 @@ <h3 class="callout-title">Challenge Exercise: Calculate Your Project’s Data Co
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <p>Using the S3 Standard rate in us-east-1:</p>
 <ol style="list-style-type: decimal"><li>
@@ -877,7 +877,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/instructor/Data-storage-setting-up-S3.html",
   "dateCreated": "2024-10-31",
   "dateModified": "2024-11-05",
-  "datePublished": "2024-11-05"
+  "datePublished": "2024-11-06"
 }
 
   </script><script>
diff --git a/instructor/Interacting-with-code-repo.html b/instructor/Interacting-with-code-repo.html
index 45ed414..819c3a1 100644
--- a/instructor/Interacting-with-code-repo.html
+++ b/instructor/Interacting-with-code-repo.html
@@ -850,7 +850,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/instructor/Interacting-with-code-repo.html",
   "dateCreated": "2024-10-31",
   "dateModified": "2024-11-03",
-  "datePublished": "2024-11-05"
+  "datePublished": "2024-11-06"
 }
 
   </script><script>
diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index 6f6f76c..165e960 100644
--- a/instructor/LICENSE.html
+++ b/instructor/LICENSE.html
@@ -449,7 +449,7 @@ <h1>Licenses</h1>
   "identifier": "https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/instructor/LICENSE.html",
   "dateCreated": "2024-10-31",
   "dateModified": "2023-04-07",
-  "datePublished": "2024-11-05"
+  "datePublished": "2024-11-06"
 }
 
   </script><script>
diff --git a/instructor/SageMaker-notebooks-as-controllers.html b/instructor/SageMaker-notebooks-as-controllers.html
index 682647c..d25e5de 100644
--- a/instructor/SageMaker-notebooks-as-controllers.html
+++ b/instructor/SageMaker-notebooks-as-controllers.html
@@ -329,7 +329,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Notebooks as Controllers</h1>
-        <p>Last updated on 2024-11-05 |
+        <p>Last updated on 2024-11-06 |
 
         <a href="https://github.com/UW-Madison-DataScience/ml-with-aws-sagemaker/edit/main/episodes/SageMaker-notebooks-as-controllers.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -427,8 +427,8 @@ <h3 id="create-a-new-notebook-instance">2. Create a new notebook instance<a clas
 notebook’s primary user (your name), dataset (titanic), purpose
 (train-tune), and models utilized (XGBoost-NN). <strong>Hackathon
 attendees must use the following convention</strong>:
-TeamName_YourName_Dataset_NotebookPurpose(s)_Model(s) (e.g.,
-<code>MyAwesomeTeam_ChrisEndemann_Titanic_Train-Tune_XGBoost-NN</code>).</li>
+TeamName-YourName-Dataset-NotebookPurpose(s)-Model(s) (e.g.,
+<code>MyAwesomeTeam-ChrisEndemann-Titanic-Train-Tune-XGBoost-NN</code>).</li>
 <li>
 <strong>Instance type</strong>: Start with a small instance type,
 such as <code>ml.t3.medium</code>. You can scale up later as needed for
@@ -580,8 +580,8 @@ <h3 class="callout-title">Key Points</h3>
   "url": "https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/instructor/SageMaker-notebooks-as-controllers.html",
   "identifier": "https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/instructor/SageMaker-notebooks-as-controllers.html",
   "dateCreated": "2024-10-31",
-  "dateModified": "2024-11-05",
-  "datePublished": "2024-11-05"
+  "dateModified": "2024-11-06",
+  "datePublished": "2024-11-06"
 }
 
   </script><script>
diff --git a/instructor/SageMaker-overview.html b/instructor/SageMaker-overview.html
index 84652a7..e304156 100644
--- a/instructor/SageMaker-overview.html
+++ b/instructor/SageMaker-overview.html
@@ -446,7 +446,7 @@ <h3 id="why-use-sagemaker-for-machine-learning">Why use SageMaker for machine le
   "identifier": "https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/instructor/SageMaker-overview.html",
   "dateCreated": "2024-10-31",
   "dateModified": "2024-11-05",
-  "datePublished": "2024-11-05"
+  "datePublished": "2024-11-06"
 }
 
   </script><script>
diff --git a/instructor/Training-models-in-SageMaker-notebooks.html b/instructor/Training-models-in-SageMaker-notebooks.html
index 58fe18f..bc02bb3 100644
--- a/instructor/Training-models-in-SageMaker-notebooks.html
+++ b/instructor/Training-models-in-SageMaker-notebooks.html
@@ -2192,7 +2192,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/instructor/Training-models-in-SageMaker-notebooks.html",
   "dateCreated": "2024-10-31",
   "dateModified": "2024-11-03",
-  "datePublished": "2024-11-05"
+  "datePublished": "2024-11-06"
 }
 
   </script><script>
diff --git a/instructor/aio.html b/instructor/aio.html
index ef9a813..a6989ef 100644
--- a/instructor/aio.html
+++ b/instructor/aio.html
@@ -860,7 +860,7 @@ <h3 class="callout-title">Challenge Exercise: Calculate Your Project’s Data Co
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <p>Using the S3 Standard rate in us-east-1:</p>
 <ol style="list-style-type: decimal">
@@ -1006,7 +1006,7 @@ <h3 class="callout-title">Key Points</h3>
 </div>
 </section></section><section id="aio-SageMaker-notebooks-as-controllers"><p>Content from <a href="SageMaker-notebooks-as-controllers.html">Notebooks as Controllers</a></p>
 <hr>
-<p>Last updated on 2024-11-05 |
+<p>Last updated on 2024-11-06 |
 
         <a href="https://github.com/UW-Madison-DataScience/ml-with-aws-sagemaker/edit/main/episodes/SageMaker-notebooks-as-controllers.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 30 minutes</p>
@@ -1115,8 +1115,8 @@ <h3 id="create-a-new-notebook-instance">2. Create a new notebook instance<a clas
 notebook’s primary user (your name), dataset (titanic), purpose
 (train-tune), and models utilized (XGBoost-NN). <strong>Hackathon
 attendees must use the following convention</strong>:
-TeamName_YourName_Dataset_NotebookPurpose(s)_Model(s) (e.g.,
-<code>MyAwesomeTeam_ChrisEndemann_Titanic_Train-Tune_XGBoost-NN</code>).</li>
+TeamName-YourName-Dataset-NotebookPurpose(s)-Model(s) (e.g.,
+<code>MyAwesomeTeam-ChrisEndemann-Titanic-Train-Tune-XGBoost-NN</code>).</li>
 <li>
 <strong>Instance type</strong>: Start with a small instance type,
 such as <code>ml.t3.medium</code>. You can scale up later as needed for
@@ -4094,8 +4094,8 @@ <h3 class="callout-title">Key Points</h3>
   "url": "https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/instructor/aio.html",
   "identifier": "https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/instructor/aio.html",
   "dateCreated": "2024-10-31",
-  "dateModified": "2024-11-05",
-  "datePublished": "2024-11-05"
+  "dateModified": "2024-11-06",
+  "datePublished": "2024-11-06"
 }
 
   </script><script>
diff --git a/instructor/images.html b/instructor/images.html
index 17cde5b..1338661 100644
--- a/instructor/images.html
+++ b/instructor/images.html
@@ -434,8 +434,8 @@ <h3 id="SageMaker-notebooks-as-controllers-figure-1">Figure 1</h3>
   "url": "https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/instructor/images.html",
   "identifier": "https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/instructor/images.html",
   "dateCreated": "2024-10-31",
-  "dateModified": "2024-11-05",
-  "datePublished": "2024-11-05"
+  "dateModified": "2024-11-06",
+  "datePublished": "2024-11-06"
 }
 
   </script><script>
diff --git a/instructor/index.html b/instructor/index.html
index 9545cee..2b5a2cd 100644
--- a/instructor/index.html
+++ b/instructor/index.html
@@ -543,8 +543,8 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
   "url": "https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/instructor/index.html",
   "identifier": "https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/instructor/index.html",
   "dateCreated": "2024-10-31",
-  "dateModified": "2024-11-05",
-  "datePublished": "2024-11-05"
+  "dateModified": "2024-11-06",
+  "datePublished": "2024-11-06"
 }
 
   </script><script>
diff --git a/instructor/instructor-notes.html b/instructor/instructor-notes.html
index 7c22d44..45ff19b 100644
--- a/instructor/instructor-notes.html
+++ b/instructor/instructor-notes.html
@@ -431,8 +431,8 @@ <h1>Instructor Notes</h1>
   "url": "https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/instructor/instructor-notes.html",
   "identifier": "https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/instructor/instructor-notes.html",
   "dateCreated": "2024-10-31",
-  "dateModified": "2024-11-05",
-  "datePublished": "2024-11-05"
+  "dateModified": "2024-11-06",
+  "datePublished": "2024-11-06"
 }
 
   </script><script>
diff --git a/instructor/key-points.html b/instructor/key-points.html
index ac6169e..3ba4dab 100644
--- a/instructor/key-points.html
+++ b/instructor/key-points.html
@@ -490,8 +490,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "url": "https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/instructor/key-points.html",
   "identifier": "https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/instructor/key-points.html",
   "dateCreated": "2024-10-31",
-  "dateModified": "2024-11-05",
-  "datePublished": "2024-11-05"
+  "dateModified": "2024-11-06",
+  "datePublished": "2024-11-06"
 }
 
   </script><script>
diff --git a/instructor/profiles.html b/instructor/profiles.html
index 41ad311..c89ee26 100644
--- a/instructor/profiles.html
+++ b/instructor/profiles.html
@@ -352,8 +352,8 @@ <h1>Learner Profiles</h1>
   "url": "https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/instructor/profiles.html",
   "identifier": "https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/instructor/profiles.html",
   "dateCreated": "2024-10-31",
-  "dateModified": "2024-11-05",
-  "datePublished": "2024-11-05"
+  "dateModified": "2024-11-06",
+  "datePublished": "2024-11-06"
 }
 
   </script><script>
diff --git a/instructor/reference.html b/instructor/reference.html
index 3daa612..ff04438 100644
--- a/instructor/reference.html
+++ b/instructor/reference.html
@@ -393,7 +393,7 @@ <h1>Reference</h1>
   "identifier": "https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/instructor/reference.html",
   "dateCreated": "2024-10-31",
   "dateModified": "2023-03-16",
-  "datePublished": "2024-11-05"
+  "datePublished": "2024-11-06"
 }
 
   </script><script>
diff --git a/key-points.html b/key-points.html
index 3116e42..e9f48d5 100644
--- a/key-points.html
+++ b/key-points.html
@@ -488,8 +488,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "url": "https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/key-points.html",
   "identifier": "https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/key-points.html",
   "dateCreated": "2024-10-31",
-  "dateModified": "2024-11-05",
-  "datePublished": "2024-11-05"
+  "dateModified": "2024-11-06",
+  "datePublished": "2024-11-06"
 }
 
   </script><script>
diff --git a/md5sum.txt b/md5sum.txt
index 0013656..40c734b 100644
--- a/md5sum.txt
+++ b/md5sum.txt
@@ -6,7 +6,7 @@
 "links.md" "8184cf4149eafbf03ce8da8ff0778c14" "site/built/links.md" "2022-04-22"
 "episodes/SageMaker-overview.md" "d04359991728bd3e4cd21a1d0a96e98d" "site/built/SageMaker-overview.md" "2024-11-05"
 "episodes/Data-storage-setting-up-S3.md" "e051fb55d0f69de00887058f1f46852d" "site/built/Data-storage-setting-up-S3.md" "2024-11-05"
-"episodes/SageMaker-notebooks-as-controllers.md" "a24cf5c10ef349afe5d4adc0bfb1b132" "site/built/SageMaker-notebooks-as-controllers.md" "2024-11-05"
+"episodes/SageMaker-notebooks-as-controllers.md" "a67a842f272d109cdeefb0a0c820cc7c" "site/built/SageMaker-notebooks-as-controllers.md" "2024-11-06"
 "episodes/Accessing-S3-via-SageMaker-notebooks.md" "65cc7df2ab5646f30666ce7938637aec" "site/built/Accessing-S3-via-SageMaker-notebooks.md" "2024-11-03"
 "episodes/Interacting-with-code-repo.md" "b9eb4748b5ff3146ae5b7b2598da9f4f" "site/built/Interacting-with-code-repo.md" "2024-11-03"
 "episodes/Training-models-in-SageMaker-notebooks.md" "2378750690016fdbdf1cb83881903e67" "site/built/Training-models-in-SageMaker-notebooks.md" "2024-11-03"
diff --git a/pkgdown.yml b/pkgdown.yml
index c23bdb3..f30122d 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -2,4 +2,4 @@ pandoc: 3.1.11
 pkgdown: 2.1.1
 pkgdown_sha: ~
 articles: {}
-last_built: 2024-11-05T23:41Z
+last_built: 2024-11-06T13:04Z
diff --git a/profiles.html b/profiles.html
index af5bec1..dd86a00 100644
--- a/profiles.html
+++ b/profiles.html
@@ -352,8 +352,8 @@ <h1>Learner Profiles</h1>
   "url": "https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/profiles.html",
   "identifier": "https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/profiles.html",
   "dateCreated": "2024-10-31",
-  "dateModified": "2024-11-05",
-  "datePublished": "2024-11-05"
+  "dateModified": "2024-11-06",
+  "datePublished": "2024-11-06"
 }
 
   </script><script>
diff --git a/reference.html b/reference.html
index a3d7597..5519cdb 100644
--- a/reference.html
+++ b/reference.html
@@ -391,7 +391,7 @@ <h1>Reference</h1>
   "identifier": "https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/reference.html",
   "dateCreated": "2024-10-31",
   "dateModified": "2023-03-16",
-  "datePublished": "2024-11-05"
+  "datePublished": "2024-11-06"
 }
 
   </script><script>