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+        <a href="https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/Training-models-in-SageMaker-notebooks.html" class="external-link">6. Training Models in SageMaker Notebooks</a>
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+<!-- START: inst/pkgdown/templates/layout.html --><!-- Generated by pkgdown: do not edit by hand --><html lang="en" data-bs-theme="auto"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8"><meta charset="utf-8"><title>Intro to AWS SageMaker for Common ML/AI Procedures: Training Models in SageMaker Notebooks</title><meta name="viewport" content="width=device-width, initial-scale=1"><script src="assets/themetoggle.js"></script><link rel="stylesheet" type="text/css" href="assets/styles.css"><script src="assets/scripts.js" type="text/javascript"></script><!-- mathjax --><script type="text/x-mathjax-config">
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-        <h1>Training models in SageMaker notebooks</h1>
+        <h1>Training Models in SageMaker Notebooks</h1>
         <p>Last updated on 2024-11-06 |
 
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+</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 Notebooks</a></p>
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+<hr class="half-width"></section><section id="Training-models-in-SageMaker-notebooks"><h2 class="section-heading"><a href="Training-models-in-SageMaker-notebooks.html">Training Models in SageMaker Notebooks</a></h2>
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+        <a href="https://UW-Madison-DataScience.github.io/ml-with-aws-sagemaker/Training-models-in-SageMaker-notebooks.html" class="external-link">6. Training Models in SageMaker Notebooks</a>
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@@ -254,7 +254,7 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
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-        6. Training models in SageMaker notebooks
+        6. Training Models in SageMaker Notebooks
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-        <h1>Training models in SageMaker notebooks</h1>
+        <h1>Training Models in SageMaker Notebooks</h1>
         <p>Last updated on 2024-11-06 |
 
         <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>
@@ -2182,7 +2182,7 @@ <h3 class="callout-title">Key Points</h3>
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   "description": "A Carpentries Lesson teaching foundational data and coding skills to researchers worldwide",
   "keywords": "AWS, SageMaker, Cloud Computing, Machine Learning, AI",
-  "name": "Training models in SageMaker notebooks",
+  "name": "Training Models in SageMaker Notebooks",
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-        <a href="Training-models-in-SageMaker-notebooks.html">6. Training models in SageMaker notebooks</a>
+        <a href="Training-models-in-SageMaker-notebooks.html">6. Training Models in SageMaker Notebooks</a>
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 any links that you are not going to use.
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-</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 notebooks</a></p>
+</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 Notebooks</a></p>
 <hr>
 <p>Last updated on 2024-11-06 |
 
diff --git a/instructor/images.html b/instructor/images.html
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-        <a href="Training-models-in-SageMaker-notebooks.html">6. Training models in SageMaker notebooks</a>
+        <a href="Training-models-in-SageMaker-notebooks.html">6. Training Models in SageMaker Notebooks</a>
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@@ -384,7 +384,7 @@ <h3 id="SageMaker-notebooks-as-controllers-figure-1">Figure 1</h3>
 <figure><img src="https://raw.githubusercontent.com/UW-Madison-DataScience/ml-with-aws-sagemaker/main/images/notebook_tags.PNG" alt="Tag Setup Example" class="figure mx-auto d-block"><div class="figcaption">Tag Setup Example</div>
 </figure><hr></section><section id="Accessing-S3-via-SageMaker-notebooks"><h2 class="section-heading"><a href="Accessing-S3-via-SageMaker-notebooks.html">Accessing and Managing Data in S3 with SageMaker Notebooks</a></h2>
 <hr class="half-width"></section><section id="Interacting-with-code-repo"><h2 class="section-heading"><a href="Interacting-with-code-repo.html">Using a GitHub Personal Access Token (PAT) to Push/Pull from a SageMaker Notebook</a></h2>
-<hr class="half-width"></section><section id="Training-models-in-SageMaker-notebooks"><h2 class="section-heading"><a href="Training-models-in-SageMaker-notebooks.html">Training models in SageMaker notebooks</a></h2>
+<hr class="half-width"></section><section id="Training-models-in-SageMaker-notebooks"><h2 class="section-heading"><a href="Training-models-in-SageMaker-notebooks.html">Training Models in SageMaker Notebooks</a></h2>
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diff --git a/instructor/index.html b/instructor/index.html
index 67774cd..8caeb1e 100644
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-        <a href="Training-models-in-SageMaker-notebooks.html">6. Training models in SageMaker notebooks</a>
+        <a href="Training-models-in-SageMaker-notebooks.html">6. Training Models in SageMaker Notebooks</a>
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@@ -416,7 +416,7 @@ <h3 id="what-this-workshop-does-not-cover-yet">What This Workshop Does Not Cover
 </td>
 <td>
  6. <a href="Training-models-in-SageMaker-notebooks.html">Training
-models in SageMaker notebooks</a>
+Models in SageMaker Notebooks</a>
 </td>
 <td>
 What are the differences between local training and SageMaker-managed
diff --git a/instructor/instructor-notes.html b/instructor/instructor-notes.html
index 15cf010..11cb94e 100644
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-        <a href="Training-models-in-SageMaker-notebooks.html">6. Training models in SageMaker notebooks</a>
+        <a href="Training-models-in-SageMaker-notebooks.html">6. Training Models in SageMaker Notebooks</a>
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@@ -381,7 +381,7 @@ <h1>Instructor Notes</h1>
 <hr class="half-width"></section><section id="SageMaker-notebooks-as-controllers"><h2 class="section-heading"><a href="SageMaker-notebooks-as-controllers.html">Notebooks as Controllers</a></h2>
 <hr class="half-width"></section><section id="Accessing-S3-via-SageMaker-notebooks"><h2 class="section-heading"><a href="Accessing-S3-via-SageMaker-notebooks.html">Accessing and Managing Data in S3 with SageMaker Notebooks</a></h2>
 <hr class="half-width"></section><section id="Interacting-with-code-repo"><h2 class="section-heading"><a href="Interacting-with-code-repo.html">Using a GitHub Personal Access Token (PAT) to Push/Pull from a SageMaker Notebook</a></h2>
-<hr class="half-width"></section><section id="Training-models-in-SageMaker-notebooks"><h2 class="section-heading"><a href="Training-models-in-SageMaker-notebooks.html">Training models in SageMaker notebooks</a></h2>
+<hr class="half-width"></section><section id="Training-models-in-SageMaker-notebooks"><h2 class="section-heading"><a href="Training-models-in-SageMaker-notebooks.html">Training Models in SageMaker Notebooks</a></h2>
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 with cleaner version control and easier review of changes.</li>
 <li>Adding <code>.ipynb</code> files to <code>.gitignore</code> keeps
 your repository organized and reduces storage.</li>
-</ul></section><section id="Training-models-in-SageMaker-notebooks"><h2 class="section-heading"><a href="Training-models-in-SageMaker-notebooks.html">Training models in SageMaker notebooks</a></h2>
+</ul></section><section id="Training-models-in-SageMaker-notebooks"><h2 class="section-heading"><a href="Training-models-in-SageMaker-notebooks.html">Training Models in SageMaker Notebooks</a></h2>
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 <ul>
 <li>
diff --git a/instructor/profiles.html b/instructor/profiles.html
index c89ee26..2353b20 100644
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-        <a href="Training-models-in-SageMaker-notebooks.html">6. Training models in SageMaker notebooks</a>
+        <a href="Training-models-in-SageMaker-notebooks.html">6. Training Models in SageMaker Notebooks</a>
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index ff04438..1b1adfe 100644
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-        <a href="Training-models-in-SageMaker-notebooks.html">6. Training models in SageMaker notebooks</a>
+        <a href="Training-models-in-SageMaker-notebooks.html">6. Training Models in SageMaker Notebooks</a>
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@@ -407,7 +407,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
 with cleaner version control and easier review of changes.</li>
 <li>Adding <code>.ipynb</code> files to <code>.gitignore</code> keeps
 your repository organized and reduces storage.</li>
-</ul></section><section id="Training-models-in-SageMaker-notebooks"><h2 class="section-heading"><a href="Training-models-in-SageMaker-notebooks.html">Training models in SageMaker notebooks</a></h2>
+</ul></section><section id="Training-models-in-SageMaker-notebooks"><h2 class="section-heading"><a href="Training-models-in-SageMaker-notebooks.html">Training Models in SageMaker Notebooks</a></h2>
 <hr class="half-width">
 <ul>
 <li>
diff --git a/md5sum.txt b/md5sum.txt
index 92a4f04..90ee308 100644
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diff --git a/pkgdown.yml b/pkgdown.yml
index 7d29a9e..ba39fc0 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -2,4 +2,4 @@ pandoc: 3.1.11
 pkgdown: 2.1.1
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+last_built: 2024-11-06T23:39Z
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-        <a href="Training-models-in-SageMaker-notebooks.html">6. Training models in SageMaker notebooks</a>
+        <a href="Training-models-in-SageMaker-notebooks.html">6. Training Models in SageMaker Notebooks</a>
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