diff --git a/404.html b/404.html
index b7daaf0..fbcc857 100644
--- a/404.html
+++ b/404.html
@@ -409,8 +409,8 @@ <h1>Page not found</h1>
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   "identifier": "https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/404.html",
   "dateCreated": "2024-10-31",
-  "dateModified": "2025-01-07",
-  "datePublished": "2025-01-07"
+  "dateModified": "2025-01-09",
+  "datePublished": "2025-01-09"
 }
 
   </script><script>
diff --git a/Accessing-S3-via-SageMaker-notebooks.html b/Accessing-S3-via-SageMaker-notebooks.html
index 74f4b8e..b5de8e8 100644
--- a/Accessing-S3-via-SageMaker-notebooks.html
+++ b/Accessing-S3-via-SageMaker-notebooks.html
@@ -876,7 +876,7 @@ <h3 class="callout-title">Key Points</h3>
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   "dateCreated": "2024-10-31",
   "dateModified": "2024-11-14",
-  "datePublished": "2025-01-07"
+  "datePublished": "2025-01-09"
 }
 
   </script><script>
diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index 1f47674..7eb81ee 100644
--- a/CODE_OF_CONDUCT.html
+++ b/CODE_OF_CONDUCT.html
@@ -426,7 +426,7 @@ <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": "2025-01-07"
+  "datePublished": "2025-01-09"
 }
 
   </script><script>
diff --git a/Data-storage-setting-up-S3.html b/Data-storage-setting-up-S3.html
index 9cec54d..61bb338 100644
--- a/Data-storage-setting-up-S3.html
+++ b/Data-storage-setting-up-S3.html
@@ -902,7 +902,7 @@ <h3 class="callout-title">Key Points</h3>
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   "dateCreated": "2024-10-31",
   "dateModified": "2024-11-05",
-  "datePublished": "2025-01-07"
+  "datePublished": "2025-01-09"
 }
 
   </script><script>
diff --git a/Hyperparameter-tuning.html b/Hyperparameter-tuning.html
index 26b5bfd..4304190 100644
--- a/Hyperparameter-tuning.html
+++ b/Hyperparameter-tuning.html
@@ -1196,7 +1196,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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   "dateCreated": "2024-10-31",
   "dateModified": "2024-11-07",
-  "datePublished": "2025-01-07"
+  "datePublished": "2025-01-09"
 }
 
   </script><script>
diff --git a/Interacting-with-code-repo.html b/Interacting-with-code-repo.html
index 4ad2266..323a9dd 100644
--- a/Interacting-with-code-repo.html
+++ b/Interacting-with-code-repo.html
@@ -899,7 +899,7 @@ <h3 class="callout-title">Key Points</h3>
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   "dateCreated": "2024-10-31",
   "dateModified": "2024-11-06",
-  "datePublished": "2025-01-07"
+  "datePublished": "2025-01-09"
 }
 
   </script><script>
diff --git a/LICENSE.html b/LICENSE.html
index 3231be0..983fa38 100644
--- a/LICENSE.html
+++ b/LICENSE.html
@@ -474,7 +474,7 @@ <h1>Licenses</h1>
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   "dateCreated": "2024-10-31",
   "dateModified": "2023-04-07",
-  "datePublished": "2025-01-07"
+  "datePublished": "2025-01-09"
 }
 
   </script><script>
diff --git a/Resource-management-cleanup.html b/Resource-management-cleanup.html
index e0c6d2a..8b3cca7 100644
--- a/Resource-management-cleanup.html
+++ b/Resource-management-cleanup.html
@@ -571,7 +571,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/Resource-management-cleanup.html",
   "dateCreated": "2024-10-31",
   "dateModified": "2024-11-08",
-  "datePublished": "2025-01-07"
+  "datePublished": "2025-01-09"
 }
 
   </script><script>
diff --git a/SageMaker-notebooks-as-controllers.html b/SageMaker-notebooks-as-controllers.html
index 9a79251..ee5b484 100644
--- a/SageMaker-notebooks-as-controllers.html
+++ b/SageMaker-notebooks-as-controllers.html
@@ -602,7 +602,7 @@ <h3 class="callout-title">Key Points</h3>
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   "dateCreated": "2024-10-31",
   "dateModified": "2024-11-06",
-  "datePublished": "2025-01-07"
+  "datePublished": "2025-01-09"
 }
 
   </script><script>
diff --git a/SageMaker-overview.html b/SageMaker-overview.html
index 8ee12f0..ebec181 100644
--- a/SageMaker-overview.html
+++ b/SageMaker-overview.html
@@ -471,7 +471,7 @@ <h3 id="why-use-sagemaker-for-machine-learning">Why use SageMaker for machine le
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   "dateCreated": "2024-10-31",
   "dateModified": "2024-11-05",
-  "datePublished": "2025-01-07"
+  "datePublished": "2025-01-09"
 }
 
   </script><script>
diff --git a/Training-models-in-SageMaker-notebooks-part2.html b/Training-models-in-SageMaker-notebooks-part2.html
index 0bf7036..b6f095e 100644
--- a/Training-models-in-SageMaker-notebooks-part2.html
+++ b/Training-models-in-SageMaker-notebooks-part2.html
@@ -1003,7 +1003,7 @@ <h3 class="callout-title">Key Points</h3>
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   "dateCreated": "2024-10-31",
   "dateModified": "2024-11-07",
-  "datePublished": "2025-01-07"
+  "datePublished": "2025-01-09"
 }
 
   </script><script>
diff --git a/Training-models-in-SageMaker-notebooks.html b/Training-models-in-SageMaker-notebooks.html
index e87a369..b3e6040 100644
--- a/Training-models-in-SageMaker-notebooks.html
+++ b/Training-models-in-SageMaker-notebooks.html
@@ -361,7 +361,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Training Models in SageMaker: Intro</h1>
-        <p>Last updated on 2024-11-07 |
+        <p>Last updated on 2025-01-09 |
 
         <a href="https://github.com/UW-Madison-DataScience/ml-with-aws-sagemaker/edit/main/episodes/Training-models-in-SageMaker-notebooks.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -1124,14 +1124,16 @@ <h3 id="comparison-custom-script-vs--built-in-image">Comparison: Custom Script v
 when adding specific libraries or functionalities.</td>
 <td>Best for quick experiments, standard workflows, or initial testing
 on datasets without complex preprocessing.</td>
-</tr></tbody></table><p><strong>When to use each approach</strong>: - <strong>Custom
-script</strong>: Recommended if you need to implement custom data
-preprocessing, advanced feature engineering, or specific workflow steps
-that require more control over training. - <strong>Built-in
-image</strong>: Ideal when running standard XGBoost training, especially
-for quick experiments or production deployments where default
-configurations suffice.</p>
-<p>Both methods offer powerful and flexible approaches to model training
+</tr></tbody></table><p><strong>When to use each approach</strong>:</p>
+<ul><li>
+<strong>Custom script</strong>: Recommended if you need to implement
+custom data preprocessing, advanced feature engineering, or specific
+workflow steps that require more control over training.</li>
+<li>
+<strong>Built-in image</strong>: Ideal when running standard XGBoost
+training, especially for quick experiments or production deployments
+where default configurations suffice.</li>
+</ul><p>Both methods offer powerful and flexible approaches to model training
 on SageMaker, allowing you to select the approach best suited to your
 needs. Below is an example of training using the built-in XGBoost
 Image.</p>
@@ -1739,8 +1741,8 @@ <h3 class="callout-title">Key Points</h3>
   "url": "https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/Training-models-in-SageMaker-notebooks.html",
   "identifier": "https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/Training-models-in-SageMaker-notebooks.html",
   "dateCreated": "2024-10-31",
-  "dateModified": "2024-11-07",
-  "datePublished": "2025-01-07"
+  "dateModified": "2025-01-09",
+  "datePublished": "2025-01-09"
 }
 
   </script><script>
diff --git a/aio.html b/aio.html
index 28b3ec6..b035a11 100644
--- a/aio.html
+++ b/aio.html
@@ -2291,7 +2291,7 @@ <h3 class="callout-title">Key Points</h3>
 </div>
 </section></section><section id="aio-Training-models-in-SageMaker-notebooks"><p>Content from <a href="Training-models-in-SageMaker-notebooks.html">Training Models in SageMaker: Intro</a></p>
 <hr>
-<p>Last updated on 2024-11-07 |
+<p>Last updated on 2025-01-09 |
 
         <a href="https://github.com/UW-Madison-DataScience/ml-with-aws-sagemaker/edit/main/episodes/Training-models-in-SageMaker-notebooks.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
@@ -3128,13 +3128,17 @@ <h3 id="comparison-custom-script-vs--built-in-image">Comparison: Custom Script v
 </tr>
 </tbody>
 </table>
-<p><strong>When to use each approach</strong>: - <strong>Custom
-script</strong>: Recommended if you need to implement custom data
-preprocessing, advanced feature engineering, or specific workflow steps
-that require more control over training. - <strong>Built-in
-image</strong>: Ideal when running standard XGBoost training, especially
-for quick experiments or production deployments where default
-configurations suffice.</p>
+<p><strong>When to use each approach</strong>:</p>
+<ul>
+<li>
+<strong>Custom script</strong>: Recommended if you need to implement
+custom data preprocessing, advanced feature engineering, or specific
+workflow steps that require more control over training.</li>
+<li>
+<strong>Built-in image</strong>: Ideal when running standard XGBoost
+training, especially for quick experiments or production deployments
+where default configurations suffice.</li>
+</ul>
 <p>Both methods offer powerful and flexible approaches to model training
 on SageMaker, allowing you to select the approach best suited to your
 needs. Below is an example of training using the built-in XGBoost
@@ -5447,8 +5451,8 @@ <h3 class="callout-title">Key Points</h3>
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   "identifier": "https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/aio.html",
   "dateCreated": "2024-10-31",
-  "dateModified": "2025-01-07",
-  "datePublished": "2025-01-07"
+  "dateModified": "2025-01-09",
+  "datePublished": "2025-01-09"
 }
 
   </script><script>
diff --git a/images.html b/images.html
index d82c291..1a81505 100644
--- a/images.html
+++ b/images.html
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   "identifier": "https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/images.html",
   "dateCreated": "2024-10-31",
-  "dateModified": "2025-01-07",
-  "datePublished": "2025-01-07"
+  "dateModified": "2025-01-09",
+  "datePublished": "2025-01-09"
 }
 
   </script><script>
diff --git a/index.html b/index.html
index 64ccb76..4ea95b3 100644
--- a/index.html
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-  "dateModified": "2025-01-07",
-  "datePublished": "2025-01-07"
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   </script><script>
diff --git a/instructor-notes.html b/instructor-notes.html
index 7111267..69ab4e0 100644
--- a/instructor-notes.html
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   "dateCreated": "2024-10-31",
-  "dateModified": "2025-01-07",
-  "datePublished": "2025-01-07"
+  "dateModified": "2025-01-09",
+  "datePublished": "2025-01-09"
 }
 
   </script><script>
diff --git a/instructor/404.html b/instructor/404.html
index b5a6634..c299ff9 100644
--- a/instructor/404.html
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   "dateCreated": "2024-10-31",
-  "dateModified": "2025-01-07",
-  "datePublished": "2025-01-07"
+  "dateModified": "2025-01-09",
+  "datePublished": "2025-01-09"
 }
 
   </script><script>
diff --git a/instructor/Accessing-S3-via-SageMaker-notebooks.html b/instructor/Accessing-S3-via-SageMaker-notebooks.html
index 58ab75d..3bcf84c 100644
--- a/instructor/Accessing-S3-via-SageMaker-notebooks.html
+++ b/instructor/Accessing-S3-via-SageMaker-notebooks.html
@@ -878,7 +878,7 @@ <h3 class="callout-title">Key Points</h3>
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   "dateCreated": "2024-10-31",
   "dateModified": "2024-11-14",
-  "datePublished": "2025-01-07"
+  "datePublished": "2025-01-09"
 }
 
   </script><script>
diff --git a/instructor/CODE_OF_CONDUCT.html b/instructor/CODE_OF_CONDUCT.html
index 5ade090..639461f 100644
--- a/instructor/CODE_OF_CONDUCT.html
+++ b/instructor/CODE_OF_CONDUCT.html
@@ -428,7 +428,7 @@ <h1>Contributor Code of Conduct</h1>
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   "dateCreated": "2024-10-31",
   "dateModified": "2022-08-05",
-  "datePublished": "2025-01-07"
+  "datePublished": "2025-01-09"
 }
 
   </script><script>
diff --git a/instructor/Data-storage-setting-up-S3.html b/instructor/Data-storage-setting-up-S3.html
index fe9e282..b2df5af 100644
--- a/instructor/Data-storage-setting-up-S3.html
+++ b/instructor/Data-storage-setting-up-S3.html
@@ -904,7 +904,7 @@ <h3 class="callout-title">Key Points</h3>
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   "dateCreated": "2024-10-31",
   "dateModified": "2024-11-05",
-  "datePublished": "2025-01-07"
+  "datePublished": "2025-01-09"
 }
 
   </script><script>
diff --git a/instructor/Hyperparameter-tuning.html b/instructor/Hyperparameter-tuning.html
index ed6408b..9e2b597 100644
--- a/instructor/Hyperparameter-tuning.html
+++ b/instructor/Hyperparameter-tuning.html
@@ -1198,7 +1198,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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   "dateCreated": "2024-10-31",
   "dateModified": "2024-11-07",
-  "datePublished": "2025-01-07"
+  "datePublished": "2025-01-09"
 }
 
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diff --git a/instructor/Interacting-with-code-repo.html b/instructor/Interacting-with-code-repo.html
index 9b3532d..785c62f 100644
--- a/instructor/Interacting-with-code-repo.html
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   "dateCreated": "2024-10-31",
   "dateModified": "2024-11-06",
-  "datePublished": "2025-01-07"
+  "datePublished": "2025-01-09"
 }
 
   </script><script>
diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index 859c57c..030d286 100644
--- a/instructor/LICENSE.html
+++ b/instructor/LICENSE.html
@@ -476,7 +476,7 @@ <h1>Licenses</h1>
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   "dateCreated": "2024-10-31",
   "dateModified": "2023-04-07",
-  "datePublished": "2025-01-07"
+  "datePublished": "2025-01-09"
 }
 
   </script><script>
diff --git a/instructor/Resource-management-cleanup.html b/instructor/Resource-management-cleanup.html
index 54c26f8..ba9d455 100644
--- a/instructor/Resource-management-cleanup.html
+++ b/instructor/Resource-management-cleanup.html
@@ -573,7 +573,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/instructor/Resource-management-cleanup.html",
   "dateCreated": "2024-10-31",
   "dateModified": "2024-11-08",
-  "datePublished": "2025-01-07"
+  "datePublished": "2025-01-09"
 }
 
   </script><script>
diff --git a/instructor/SageMaker-notebooks-as-controllers.html b/instructor/SageMaker-notebooks-as-controllers.html
index fbd6a15..fc04a91 100644
--- a/instructor/SageMaker-notebooks-as-controllers.html
+++ b/instructor/SageMaker-notebooks-as-controllers.html
@@ -604,7 +604,7 @@ <h3 class="callout-title">Key Points</h3>
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   "dateCreated": "2024-10-31",
   "dateModified": "2024-11-06",
-  "datePublished": "2025-01-07"
+  "datePublished": "2025-01-09"
 }
 
   </script><script>
diff --git a/instructor/SageMaker-overview.html b/instructor/SageMaker-overview.html
index 76d78ef..46456e7 100644
--- a/instructor/SageMaker-overview.html
+++ b/instructor/SageMaker-overview.html
@@ -473,7 +473,7 @@ <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": "2025-01-07"
+  "datePublished": "2025-01-09"
 }
 
   </script><script>
diff --git a/instructor/Training-models-in-SageMaker-notebooks-part2.html b/instructor/Training-models-in-SageMaker-notebooks-part2.html
index 2d68be0..c086b80 100644
--- a/instructor/Training-models-in-SageMaker-notebooks-part2.html
+++ b/instructor/Training-models-in-SageMaker-notebooks-part2.html
@@ -1005,7 +1005,7 @@ <h3 class="callout-title">Key Points</h3>
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   "dateCreated": "2024-10-31",
   "dateModified": "2024-11-07",
-  "datePublished": "2025-01-07"
+  "datePublished": "2025-01-09"
 }
 
   </script><script>
diff --git a/instructor/Training-models-in-SageMaker-notebooks.html b/instructor/Training-models-in-SageMaker-notebooks.html
index 2e72f4c..49492c1 100644
--- a/instructor/Training-models-in-SageMaker-notebooks.html
+++ b/instructor/Training-models-in-SageMaker-notebooks.html
@@ -361,7 +361,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Training Models in SageMaker: Intro</h1>
-        <p>Last updated on 2024-11-07 |
+        <p>Last updated on 2025-01-09 |
 
         <a href="https://github.com/UW-Madison-DataScience/ml-with-aws-sagemaker/edit/main/episodes/Training-models-in-SageMaker-notebooks.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -1126,14 +1126,16 @@ <h3 id="comparison-custom-script-vs--built-in-image">Comparison: Custom Script v
 when adding specific libraries or functionalities.</td>
 <td>Best for quick experiments, standard workflows, or initial testing
 on datasets without complex preprocessing.</td>
-</tr></tbody></table><p><strong>When to use each approach</strong>: - <strong>Custom
-script</strong>: Recommended if you need to implement custom data
-preprocessing, advanced feature engineering, or specific workflow steps
-that require more control over training. - <strong>Built-in
-image</strong>: Ideal when running standard XGBoost training, especially
-for quick experiments or production deployments where default
-configurations suffice.</p>
-<p>Both methods offer powerful and flexible approaches to model training
+</tr></tbody></table><p><strong>When to use each approach</strong>:</p>
+<ul><li>
+<strong>Custom script</strong>: Recommended if you need to implement
+custom data preprocessing, advanced feature engineering, or specific
+workflow steps that require more control over training.</li>
+<li>
+<strong>Built-in image</strong>: Ideal when running standard XGBoost
+training, especially for quick experiments or production deployments
+where default configurations suffice.</li>
+</ul><p>Both methods offer powerful and flexible approaches to model training
 on SageMaker, allowing you to select the approach best suited to your
 needs. Below is an example of training using the built-in XGBoost
 Image.</p>
@@ -1741,8 +1743,8 @@ <h3 class="callout-title">Key Points</h3>
   "url": "https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/instructor/Training-models-in-SageMaker-notebooks.html",
   "identifier": "https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/instructor/Training-models-in-SageMaker-notebooks.html",
   "dateCreated": "2024-10-31",
-  "dateModified": "2024-11-07",
-  "datePublished": "2025-01-07"
+  "dateModified": "2025-01-09",
+  "datePublished": "2025-01-09"
 }
 
   </script><script>
diff --git a/instructor/aio.html b/instructor/aio.html
index 9223897..678a853 100644
--- a/instructor/aio.html
+++ b/instructor/aio.html
@@ -2298,7 +2298,7 @@ <h3 class="callout-title">Key Points</h3>
 </div>
 </section></section><section id="aio-Training-models-in-SageMaker-notebooks"><p>Content from <a href="Training-models-in-SageMaker-notebooks.html">Training Models in SageMaker: Intro</a></p>
 <hr>
-<p>Last updated on 2024-11-07 |
+<p>Last updated on 2025-01-09 |
 
         <a href="https://github.com/UW-Madison-DataScience/ml-with-aws-sagemaker/edit/main/episodes/Training-models-in-SageMaker-notebooks.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>
@@ -3136,13 +3136,17 @@ <h3 id="comparison-custom-script-vs--built-in-image">Comparison: Custom Script v
 </tr>
 </tbody>
 </table>
-<p><strong>When to use each approach</strong>: - <strong>Custom
-script</strong>: Recommended if you need to implement custom data
-preprocessing, advanced feature engineering, or specific workflow steps
-that require more control over training. - <strong>Built-in
-image</strong>: Ideal when running standard XGBoost training, especially
-for quick experiments or production deployments where default
-configurations suffice.</p>
+<p><strong>When to use each approach</strong>:</p>
+<ul>
+<li>
+<strong>Custom script</strong>: Recommended if you need to implement
+custom data preprocessing, advanced feature engineering, or specific
+workflow steps that require more control over training.</li>
+<li>
+<strong>Built-in image</strong>: Ideal when running standard XGBoost
+training, especially for quick experiments or production deployments
+where default configurations suffice.</li>
+</ul>
 <p>Both methods offer powerful and flexible approaches to model training
 on SageMaker, allowing you to select the approach best suited to your
 needs. Below is an example of training using the built-in XGBoost
@@ -5458,8 +5462,8 @@ <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": "2025-01-07",
-  "datePublished": "2025-01-07"
+  "dateModified": "2025-01-09",
+  "datePublished": "2025-01-09"
 }
 
   </script><script>
diff --git a/instructor/images.html b/instructor/images.html
index 95e4785..6fb74e4 100644
--- a/instructor/images.html
+++ b/instructor/images.html
@@ -472,8 +472,8 @@ <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": "2025-01-07",
-  "datePublished": "2025-01-07"
+  "dateModified": "2025-01-09",
+  "datePublished": "2025-01-09"
 }
 
   </script><script>
diff --git a/instructor/index.html b/instructor/index.html
index d4e5f3c..19a4bf5 100644
--- a/instructor/index.html
+++ b/instructor/index.html
@@ -608,8 +608,8 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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   "dateCreated": "2024-10-31",
-  "dateModified": "2025-01-07",
-  "datePublished": "2025-01-07"
+  "dateModified": "2025-01-09",
+  "datePublished": "2025-01-09"
 }
 
   </script><script>
diff --git a/instructor/instructor-notes.html b/instructor/instructor-notes.html
index 6ad5e95..73e3cad 100644
--- a/instructor/instructor-notes.html
+++ b/instructor/instructor-notes.html
@@ -469,8 +469,8 @@ <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": "2025-01-07",
-  "datePublished": "2025-01-07"
+  "dateModified": "2025-01-09",
+  "datePublished": "2025-01-09"
 }
 
   </script><script>
diff --git a/instructor/key-points.html b/instructor/key-points.html
index 048358b..80d5168 100644
--- a/instructor/key-points.html
+++ b/instructor/key-points.html
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   "identifier": "https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/instructor/key-points.html",
   "dateCreated": "2024-10-31",
-  "dateModified": "2025-01-07",
-  "datePublished": "2025-01-07"
+  "dateModified": "2025-01-09",
+  "datePublished": "2025-01-09"
 }
 
   </script><script>
diff --git a/instructor/profiles.html b/instructor/profiles.html
index fd8b0fb..12a3980 100644
--- a/instructor/profiles.html
+++ b/instructor/profiles.html
@@ -379,8 +379,8 @@ <h1>Learner Profiles</h1>
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   "identifier": "https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/instructor/profiles.html",
   "dateCreated": "2024-10-31",
-  "dateModified": "2025-01-07",
-  "datePublished": "2025-01-07"
+  "dateModified": "2025-01-09",
+  "datePublished": "2025-01-09"
 }
 
   </script><script>
diff --git a/instructor/reference.html b/instructor/reference.html
index f90d15e..07bd8a9 100644
--- a/instructor/reference.html
+++ b/instructor/reference.html
@@ -420,7 +420,7 @@ <h1>Reference</h1>
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   "dateCreated": "2024-10-31",
   "dateModified": "2023-03-16",
-  "datePublished": "2025-01-07"
+  "datePublished": "2025-01-09"
 }
 
   </script><script>
diff --git a/key-points.html b/key-points.html
index 33d2c0d..9dd8aef 100644
--- a/key-points.html
+++ b/key-points.html
@@ -563,8 +563,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
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   "dateCreated": "2024-10-31",
-  "dateModified": "2025-01-07",
-  "datePublished": "2025-01-07"
+  "dateModified": "2025-01-09",
+  "datePublished": "2025-01-09"
 }
 
   </script><script>
diff --git a/md5sum.txt b/md5sum.txt
index 9eb0e59..6288e72 100644
--- a/md5sum.txt
+++ b/md5sum.txt
@@ -9,7 +9,7 @@
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-"episodes/Training-models-in-SageMaker-notebooks.md" "513c99991e6d9d5ceb4da7f021af74ec" "site/built/Training-models-in-SageMaker-notebooks.md" "2024-11-07"
+"episodes/Training-models-in-SageMaker-notebooks.md" "6fec4e57fac474e83f4732f3ac1706bf" "site/built/Training-models-in-SageMaker-notebooks.md" "2025-01-09"
 "episodes/Training-models-in-SageMaker-notebooks-part2.md" "35107ac2e6cb99307714b0f25b2576c4" "site/built/Training-models-in-SageMaker-notebooks-part2.md" "2024-11-07"
 "episodes/Hyperparameter-tuning.md" "c9fe9c20d437dc2f88315438ac6460db" "site/built/Hyperparameter-tuning.md" "2024-11-07"
 "episodes/Resource-management-cleanup.md" "bb9671676d8d86679b598531c2e294b0" "site/built/Resource-management-cleanup.md" "2024-11-08"
diff --git a/pkgdown.yml b/pkgdown.yml
index 739a328..db888d2 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -2,4 +2,4 @@ pandoc: 3.1.11
 pkgdown: 2.1.1
 pkgdown_sha: ~
 articles: {}
-last_built: 2025-01-07T00:37Z
+last_built: 2025-01-09T15:45Z
diff --git a/profiles.html b/profiles.html
index 24ded9a..a6f5e30 100644
--- a/profiles.html
+++ b/profiles.html
@@ -379,8 +379,8 @@ <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": "2025-01-07",
-  "datePublished": "2025-01-07"
+  "dateModified": "2025-01-09",
+  "datePublished": "2025-01-09"
 }
 
   </script><script>
diff --git a/reference.html b/reference.html
index c3c48f8..8373a85 100644
--- a/reference.html
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@@ -418,7 +418,7 @@ <h1>Reference</h1>
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   "dateCreated": "2024-10-31",
   "dateModified": "2023-03-16",
-  "datePublished": "2025-01-07"
+  "datePublished": "2025-01-09"
 }
 
   </script><script>