diff --git a/01-introduction.html b/01-introduction.html
index a21f9636..11e5c793 100644
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   Output
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 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <div class="codewrapper">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -850,7 +850,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
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   "identifier": "https://.github.io/github.com/01-introduction.html",
   "dateCreated": "2023-05-03",
   "dateModified": "2023-10-12",
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 }
 
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diff --git a/02-image-data.html b/02-image-data.html
index 03a4e312..58a06434 100644
--- a/02-image-data.html
+++ b/02-image-data.html
@@ -789,7 +789,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>Q1. Training Set</p>
 <div class="codewrapper sourceCode" id="cb13">
@@ -937,7 +937,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <p>Noting there are a couple ways to do this, here is one example:</p>
 <pre><code>from sklearn.model_selection import train_test_split
@@ -1120,7 +1120,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
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   "dateCreated": "2023-05-03",
   "dateModified": "2023-10-12",
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diff --git a/03-build-cnn.html b/03-build-cnn.html
index fe455a64..fbef0f2c 100644
--- a/03-build-cnn.html
+++ b/03-build-cnn.html
@@ -506,7 +506,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>Each entry of the input dimensions, i.e. the shape of one single data
 point, is connected with 100 neurons of our hidden layer, and each of
@@ -630,7 +630,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <p>There are different ways of dealing with border pixels. You can
 ignore them, which means that your output image is slightly smaller then
@@ -666,7 +666,7 @@ <h4 class="accordion-header" id="headingSolution3">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <p>We have 100 matrices with 3 * 3 * 3 = 27 values each so that gives 27
 * 100 = 2700 weights. This is a magnitude of 100 less than the fully
@@ -770,7 +770,7 @@ <h4 class="accordion-header" id="headingSolution4">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb16">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1049,7 +1049,7 @@ <h4 class="accordion-header" id="headingSolution5">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
 <div class="accordion-body">
 <div class="codewrapper">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1200,7 +1200,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
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   "identifier": "https://.github.io/github.com/03-build-cnn.html",
   "dateCreated": "2023-05-03",
   "dateModified": "2023-10-11",
-  "datePublished": "2023-11-09"
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 }
 
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diff --git a/04-fit-cnn.html b/04-fit-cnn.html
index f8f9ee7d..4160329b 100644
--- a/04-fit-cnn.html
+++ b/04-fit-cnn.html
@@ -1030,7 +1030,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
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       and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
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@@ -1054,7 +1054,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://.github.io/github.com/04-fit-cnn.html",
   "dateCreated": "2023-05-03",
   "dateModified": "2023-10-12",
-  "datePublished": "2023-11-09"
+  "datePublished": "2023-11-14"
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diff --git a/05-evaluate-predict-cnn.html b/05-evaluate-predict-cnn.html
index 96e20a4c..647d9161 100644
--- a/05-evaluate-predict-cnn.html
+++ b/05-evaluate-predict-cnn.html
@@ -373,7 +373,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>No! “The entirety of the original CIFAR-10 test set is within the
 above mentioned new test set.”</p>
@@ -402,7 +402,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <p>Depends! Recall in an Episode 02 Introduction to Image Data Callout
 we talked about the different ways to partition the data into training,
@@ -573,7 +573,7 @@ <h4 class="accordion-header" id="headingSolution3">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <p>Q1. The confusion matrix shows that the predictions for terrible and
 can improved.</p>
@@ -606,7 +606,7 @@ <h4 class="accordion-header" id="headingSolution4">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
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 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb11">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -910,7 +910,7 @@ <h4 class="accordion-header" id="headingSolution5">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
 <div class="accordion-body">
 <p>This is an open question. And we don’t actually know how far one
 could push this sunshine hour prediction (try it out yourself if you
@@ -1005,7 +1005,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
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   "dateCreated": "2023-05-03",
   "dateModified": "2023-10-12",
-  "datePublished": "2023-11-09"
+  "datePublished": "2023-11-14"
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diff --git a/06-conclusion.html b/06-conclusion.html
index 05f804cb..f65dd4bd 100644
--- a/06-conclusion.html
+++ b/06-conclusion.html
@@ -560,7 +560,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
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   "dateCreated": "2023-05-03",
   "dateModified": "2023-10-11",
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+  "datePublished": "2023-11-14"
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diff --git a/404.html b/404.html
index 7e41079d..e0f0fa90 100644
--- a/404.html
+++ b/404.html
@@ -307,7 +307,7 @@ <h1>Page not found</h1>
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         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/0.7.1" class="external-link">pegboard (0.7.1)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
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@@ -330,8 +330,8 @@ <h1>Page not found</h1>
   "url": "https://.github.io/github.com/404.html",
   "identifier": "https://.github.io/github.com/404.html",
   "dateCreated": "2023-05-03",
-  "dateModified": "2023-11-09",
-  "datePublished": "2023-11-09"
+  "dateModified": "2023-11-14",
+  "datePublished": "2023-11-14"
 }
 
   </script><script>
diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index a3a009e9..b63e0e6a 100644
--- a/CODE_OF_CONDUCT.html
+++ b/CODE_OF_CONDUCT.html
@@ -326,7 +326,7 @@ <h1>Contributor Code of Conduct</h1>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
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 			</div>
@@ -350,7 +350,7 @@ <h1>Contributor Code of Conduct</h1>
   "identifier": "https://.github.io/github.com/CODE_OF_CONDUCT.html",
   "dateCreated": "2023-05-03",
   "dateModified": "2023-08-22",
-  "datePublished": "2023-11-09"
+  "datePublished": "2023-11-14"
 }
 
   </script><script>
diff --git a/LICENSE.html b/LICENSE.html
index 4dc9c5eb..0f4de78f 100644
--- a/LICENSE.html
+++ b/LICENSE.html
@@ -377,7 +377,7 @@ <h1>Licenses</h1>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/0.7.1" class="external-link">pegboard (0.7.1)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
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@@ -401,7 +401,7 @@ <h1>Licenses</h1>
   "identifier": "https://.github.io/github.com/LICENSE.html",
   "dateCreated": "2023-05-03",
   "dateModified": "2023-08-22",
-  "datePublished": "2023-11-09"
+  "datePublished": "2023-11-14"
 }
 
   </script><script>
diff --git a/aio.html b/aio.html
index 3bf1bd30..3a238357 100644
--- a/aio.html
+++ b/aio.html
@@ -841,7 +841,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Output
   </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <div class="codewrapper">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1699,7 +1699,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>Q1. Training Set</p>
 <div class="codewrapper sourceCode" id="cb13">
@@ -1856,7 +1856,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <p>Noting there are a couple ways to do this, here is one example:</p>
 <pre><code>from sklearn.model_selection import train_test_split
@@ -2298,7 +2298,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>Each entry of the input dimensions, i.e. the shape of one single data
 point, is connected with 100 neurons of our hidden layer, and each of
@@ -2424,7 +2424,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <p>There are different ways of dealing with border pixels. You can
 ignore them, which means that your output image is slightly smaller then
@@ -2460,7 +2460,7 @@ <h4 class="accordion-header" id="headingSolution3">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <p>We have 100 matrices with 3 * 3 * 3 = 27 values each so that gives 27
 * 100 = 2700 weights. This is a magnitude of 100 less than the fully
@@ -2572,7 +2572,7 @@ <h4 class="accordion-header" id="headingSolution4">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb16">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -2866,7 +2866,7 @@ <h4 class="accordion-header" id="headingSolution5">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
 <div class="accordion-body">
 <div class="codewrapper">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -3850,7 +3850,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>No! “The entirety of the original CIFAR-10 test set is within the
 above mentioned new test set.”</p>
@@ -3879,7 +3879,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <p>Depends! Recall in an Episode 02 Introduction to Image Data Callout
 we talked about the different ways to partition the data into training,
@@ -4055,7 +4055,7 @@ <h4 class="accordion-header" id="headingSolution3">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <p>Q1. The confusion matrix shows that the predictions for terrible and
 can improved.</p>
@@ -4088,7 +4088,7 @@ <h4 class="accordion-header" id="headingSolution4">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb11">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -4440,7 +4440,7 @@ <h4 class="accordion-header" id="headingSolution5">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
 <div class="accordion-body">
 <p>This is an open question. And we don’t actually know how far one
 could push this sunshine hour prediction (try it out yourself if you
@@ -4804,7 +4804,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
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-  "dateModified": "2023-11-09",
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diff --git a/images.html b/images.html
index 30c0430b..a1598515 100644
--- a/images.html
+++ b/images.html
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         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
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   "identifier": "https://.github.io/github.com/images.html",
   "dateCreated": "2023-05-03",
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diff --git a/index.html b/index.html
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--- a/index.html
+++ b/index.html
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   Windows
   </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>Check out the <a href="https://www.youtube.com/watch?v=xxQ0mzZ8UvA" class="external-link">Windows - Video
 tutorial</a> or:</p>
@@ -336,7 +336,7 @@ <h4 class="accordion-header" id="headingSolution2">
   MacOS
   </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p>Check out the <a href="https://www.youtube.com/watch?v=TcSAln46u9U" class="external-link">Mac OS X - Video
 tutorial</a> or:</p>
@@ -356,7 +356,7 @@ <h4 class="accordion-header" id="headingSolution3">
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   </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <p>Note that the following installation steps require you to work from
 the shell. If you run into any difficulties, please request help before
@@ -547,7 +547,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
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   "identifier": "https://.github.io/github.com/index.html",
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-  "dateModified": "2023-11-09",
-  "datePublished": "2023-11-09"
+  "dateModified": "2023-11-14",
+  "datePublished": "2023-11-14"
 }
 
   </script><script>
diff --git a/instructor-notes.html b/instructor-notes.html
index 0ebc5e9a..4601f409 100644
--- a/instructor-notes.html
+++ b/instructor-notes.html
@@ -349,7 +349,7 @@ <h1>Instructor Notes</h1>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
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@@ -373,8 +373,8 @@ <h1>Instructor Notes</h1>
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diff --git a/instructor/01-introduction.html b/instructor/01-introduction.html
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--- a/instructor/01-introduction.html
+++ b/instructor/01-introduction.html
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   Output
   </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <div class="codewrapper">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -793,7 +793,7 @@ <h3 class="accordion-header" id="headingInstructor1">
   Instructor Note
   </h3>
 </button>
-<div id="collapseInstructor1" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor1" aria-labelledby="headingInstructor1">
+<div id="collapseInstructor1" class="accordion-collapse collapse" aria-labelledby="headingInstructor1" data-bs-parent="#accordionInstructor1">
 <div class="accordion-body">
 <p>Inline instructor notes can help inform instructors of timing
 challenges associated with the lessons. They appear in the “Instructor
@@ -867,7 +867,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         <p>Materials licensed under <a href="../LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
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   "dateCreated": "2023-05-03",
   "dateModified": "2023-10-12",
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diff --git a/instructor/02-image-data.html b/instructor/02-image-data.html
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+++ b/instructor/02-image-data.html
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   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>Q1. Training Set</p>
 <div class="codewrapper sourceCode" id="cb13">
@@ -938,7 +938,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <p>Noting there are a couple ways to do this, here is one example:</p>
 <pre><code>from sklearn.model_selection import train_test_split
@@ -1121,7 +1121,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         <p>Materials licensed under <a href="../LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
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   "dateCreated": "2023-05-03",
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   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>Each entry of the input dimensions, i.e. the shape of one single data
 point, is connected with 100 neurons of our hidden layer, and each of
@@ -631,7 +631,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <p>There are different ways of dealing with border pixels. You can
 ignore them, which means that your output image is slightly smaller then
@@ -667,7 +667,7 @@ <h4 class="accordion-header" id="headingSolution3">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <p>We have 100 matrices with 3 * 3 * 3 = 27 values each so that gives 27
 * 100 = 2700 weights. This is a magnitude of 100 less than the fully
@@ -771,7 +771,7 @@ <h4 class="accordion-header" id="headingSolution4">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
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 <div class="codewrapper sourceCode" id="cb16">
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   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
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 <div class="accordion-body">
 <div class="codewrapper">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1201,7 +1201,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
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         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
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index 029a3ddc..f60b4206 100644
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+++ b/instructor/04-fit-cnn.html
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         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
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   "dateModified": "2023-10-12",
-  "datePublished": "2023-11-09"
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diff --git a/instructor/05-evaluate-predict-cnn.html b/instructor/05-evaluate-predict-cnn.html
index 083af1da..14a8d31f 100644
--- a/instructor/05-evaluate-predict-cnn.html
+++ b/instructor/05-evaluate-predict-cnn.html
@@ -374,7 +374,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
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 <div class="accordion-body">
 <p>No! “The entirety of the original CIFAR-10 test set is within the
 above mentioned new test set.”</p>
@@ -403,7 +403,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <p>Depends! Recall in an Episode 02 Introduction to Image Data Callout
 we talked about the different ways to partition the data into training,
@@ -574,7 +574,7 @@ <h4 class="accordion-header" id="headingSolution3">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <p>Q1. The confusion matrix shows that the predictions for terrible and
 can improved.</p>
@@ -607,7 +607,7 @@ <h4 class="accordion-header" id="headingSolution4">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
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 <div class="codewrapper sourceCode" id="cb11">
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   </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
 <div class="accordion-body">
 <p>This is an open question. And we don’t actually know how far one
 could push this sunshine hour prediction (try it out yourself if you
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-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
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diff --git a/instructor/06-conclusion.html b/instructor/06-conclusion.html
index b9efd3fa..873c6fd5 100644
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diff --git a/instructor/404.html b/instructor/404.html
index 10420ec8..35568e21 100644
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-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
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index 87b336eb..2b363ffa 100644
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+++ b/instructor/CODE_OF_CONDUCT.html
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diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index a29b1734..dd72b5d2 100644
--- a/instructor/LICENSE.html
+++ b/instructor/LICENSE.html
@@ -378,7 +378,7 @@ <h1>Licenses</h1>
         <p>Materials licensed under <a href="../LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
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-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
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diff --git a/instructor/aio.html b/instructor/aio.html
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--- a/instructor/aio.html
+++ b/instructor/aio.html
@@ -840,7 +840,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Output
   </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
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 <div class="accordion-body">
 <div class="codewrapper">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1135,7 +1135,7 @@ <h3 class="accordion-header" id="headingInstructor1">
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   </h3>
 </button>
-<div id="collapseInstructor1" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor1" aria-labelledby="headingInstructor1">
+<div id="collapseInstructor1" class="accordion-collapse collapse" aria-labelledby="headingInstructor1" data-bs-parent="#accordionInstructor1">
 <div class="accordion-body">
 <p>Inline instructor notes can help inform instructors of timing
 challenges associated with the lessons. They appear in the “Instructor
@@ -1715,7 +1715,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>Q1. Training Set</p>
 <div class="codewrapper sourceCode" id="cb13">
@@ -1872,7 +1872,7 @@ <h4 class="accordion-header" id="headingSolution2">
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   </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <p>Noting there are a couple ways to do this, here is one example:</p>
 <pre><code>from sklearn.model_selection import train_test_split
@@ -2315,7 +2315,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>Each entry of the input dimensions, i.e. the shape of one single data
 point, is connected with 100 neurons of our hidden layer, and each of
@@ -2441,7 +2441,7 @@ <h4 class="accordion-header" id="headingSolution2">
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   </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <p>There are different ways of dealing with border pixels. You can
 ignore them, which means that your output image is slightly smaller then
@@ -2477,7 +2477,7 @@ <h4 class="accordion-header" id="headingSolution3">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <p>We have 100 matrices with 3 * 3 * 3 = 27 values each so that gives 27
 * 100 = 2700 weights. This is a magnitude of 100 less than the fully
@@ -2589,7 +2589,7 @@ <h4 class="accordion-header" id="headingSolution4">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
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 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb16">
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@@ -2883,7 +2883,7 @@ <h4 class="accordion-header" id="headingSolution5">
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   </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
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 <div class="accordion-body">
 <div class="codewrapper">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
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   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>No! “The entirety of the original CIFAR-10 test set is within the
 above mentioned new test set.”</p>
@@ -3898,7 +3898,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <p>Depends! Recall in an Episode 02 Introduction to Image Data Callout
 we talked about the different ways to partition the data into training,
@@ -4074,7 +4074,7 @@ <h4 class="accordion-header" id="headingSolution3">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <p>Q1. The confusion matrix shows that the predictions for terrible and
 can improved.</p>
@@ -4107,7 +4107,7 @@ <h4 class="accordion-header" id="headingSolution4">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
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 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb11">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
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   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
 <div class="accordion-body">
 <p>This is an open question. And we don’t actually know how far one
 could push this sunshine hour prediction (try it out yourself if you
@@ -4824,7 +4824,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         <p>Materials licensed under <a href="../LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
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-  "dateModified": "2023-11-09",
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diff --git a/instructor/images.html b/instructor/images.html
index 125b8cbe..169e0a85 100644
--- a/instructor/images.html
+++ b/instructor/images.html
@@ -424,7 +424,7 @@ <h3 id="05-evaluate-predict-cnn-figure-4">Figure 4</h3>
         <p>Materials licensed under <a href="../LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
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@@ -448,8 +448,8 @@ <h3 id="05-evaluate-predict-cnn-figure-4">Figure 4</h3>
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   "identifier": "https://.github.io/github.com/instructor/images.html",
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diff --git a/instructor/index.html b/instructor/index.html
index 69c46f56..2bcd878c 100644
--- a/instructor/index.html
+++ b/instructor/index.html
@@ -393,7 +393,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Windows
   </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>Check out the <a href="https://www.youtube.com/watch?v=xxQ0mzZ8UvA" class="external-link">Windows - Video
 tutorial</a> or:</p>
@@ -414,7 +414,7 @@ <h4 class="accordion-header" id="headingSolution2">
   MacOS
   </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
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 <div class="accordion-body">
 <p>Check out the <a href="https://www.youtube.com/watch?v=TcSAln46u9U" class="external-link">Mac OS X - Video
 tutorial</a> or:</p>
@@ -434,7 +434,7 @@ <h4 class="accordion-header" id="headingSolution3">
   Linux
   </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <p>Note that the following installation steps require you to work from
 the shell. If you run into any difficulties, please request help before
@@ -625,7 +625,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
         <p>Materials licensed under <a href="../LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
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@@ -648,8 +648,8 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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   "dateCreated": "2023-05-03",
-  "dateModified": "2023-11-09",
-  "datePublished": "2023-11-09"
+  "dateModified": "2023-11-14",
+  "datePublished": "2023-11-14"
 }
 
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diff --git a/instructor/instructor-notes.html b/instructor/instructor-notes.html
index 3c478592..b80d0f06 100644
--- a/instructor/instructor-notes.html
+++ b/instructor/instructor-notes.html
@@ -362,7 +362,7 @@ <h3 id="01-introduction-headingInstructor1">
         <p>Materials licensed under <a href="../LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
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@@ -386,8 +386,8 @@ <h3 id="01-introduction-headingInstructor1">
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   "identifier": "https://.github.io/github.com/instructor/instructor-notes.html",
   "dateCreated": "2023-05-03",
-  "dateModified": "2023-11-09",
-  "datePublished": "2023-11-09"
+  "dateModified": "2023-11-14",
+  "datePublished": "2023-11-14"
 }
 
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diff --git a/instructor/key-points.html b/instructor/key-points.html
index fb8d9218..11c3ac59 100644
--- a/instructor/key-points.html
+++ b/instructor/key-points.html
@@ -408,7 +408,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
         <p>Materials licensed under <a href="../LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
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@@ -432,8 +432,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
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   "identifier": "https://.github.io/github.com/instructor/key-points.html",
   "dateCreated": "2023-05-03",
-  "dateModified": "2023-11-09",
-  "datePublished": "2023-11-09"
+  "dateModified": "2023-11-14",
+  "datePublished": "2023-11-14"
 }
 
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diff --git a/instructor/profiles.html b/instructor/profiles.html
index 40c27fe5..fa46af5a 100644
--- a/instructor/profiles.html
+++ b/instructor/profiles.html
@@ -279,7 +279,7 @@ <h1>Learner Profiles</h1>
         <p>Materials licensed under <a href="../LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/0.7.1" class="external-link">pegboard (0.7.1)</a>,
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@@ -302,8 +302,8 @@ <h1>Learner Profiles</h1>
   "url": "https://.github.io/github.com/instructor/profiles.html",
   "identifier": "https://.github.io/github.com/instructor/profiles.html",
   "dateCreated": "2023-05-03",
-  "dateModified": "2023-11-09",
-  "datePublished": "2023-11-09"
+  "dateModified": "2023-11-14",
+  "datePublished": "2023-11-14"
 }
 
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diff --git a/instructor/reference.html b/instructor/reference.html
index 6b0d8674..6d28d889 100644
--- a/instructor/reference.html
+++ b/instructor/reference.html
@@ -320,7 +320,7 @@ <h1>Reference</h1>
         <p>Materials licensed under <a href="../LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
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@@ -344,7 +344,7 @@ <h1>Reference</h1>
   "identifier": "https://.github.io/github.com/instructor/reference.html",
   "dateCreated": "2023-05-03",
   "dateModified": "2023-09-25",
-  "datePublished": "2023-11-09"
+  "datePublished": "2023-11-14"
 }
 
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diff --git a/instructor/setup-gpu.html b/instructor/setup-gpu.html
index ca6f0ad0..6125e192 100644
--- a/instructor/setup-gpu.html
+++ b/instructor/setup-gpu.html
@@ -584,7 +584,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
         <p>Materials licensed under <a href="../LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/0.7.1" class="external-link">pegboard (0.7.1)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
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@@ -608,7 +608,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
   "identifier": "https://.github.io/github.com/instructor/setup-gpu.html",
   "dateCreated": "2023-05-03",
   "dateModified": "2023-11-09",
-  "datePublished": "2023-11-09"
+  "datePublished": "2023-11-14"
 }
 
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diff --git a/key-points.html b/key-points.html
index ebfb1a05..1ef141fc 100644
--- a/key-points.html
+++ b/key-points.html
@@ -410,7 +410,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
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         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
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@@ -434,8 +434,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "url": "https://.github.io/github.com/key-points.html",
   "identifier": "https://.github.io/github.com/key-points.html",
   "dateCreated": "2023-05-03",
-  "dateModified": "2023-11-09",
-  "datePublished": "2023-11-09"
+  "dateModified": "2023-11-14",
+  "datePublished": "2023-11-14"
 }
 
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diff --git a/pkgdown.yml b/pkgdown.yml
index 38598313..5c412ca8 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -2,5 +2,5 @@ pandoc: 2.19.2
 pkgdown: 2.0.7
 pkgdown_sha: ~
 articles: {}
-last_built: 2023-11-09T05:02Z
+last_built: 2023-11-14T00:26Z
 
diff --git a/profiles.html b/profiles.html
index a1da9634..5a8ffa2b 100644
--- a/profiles.html
+++ b/profiles.html
@@ -280,7 +280,7 @@ <h1>Learner Profiles</h1>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/0.7.1" class="external-link">pegboard (0.7.1)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.3.3" class="external-link">varnish (0.3.3)</a>.</p>
 			</div>
@@ -303,8 +303,8 @@ <h1>Learner Profiles</h1>
   "url": "https://.github.io/github.com/profiles.html",
   "identifier": "https://.github.io/github.com/profiles.html",
   "dateCreated": "2023-05-03",
-  "dateModified": "2023-11-09",
-  "datePublished": "2023-11-09"
+  "dateModified": "2023-11-14",
+  "datePublished": "2023-11-14"
 }
 
   </script><script>
diff --git a/reference.html b/reference.html
index cc2937c2..d9a2dbb2 100644
--- a/reference.html
+++ b/reference.html
@@ -319,7 +319,7 @@ <h1>Reference</h1>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
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@@ -343,7 +343,7 @@ <h1>Reference</h1>
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   "dateCreated": "2023-05-03",
   "dateModified": "2023-09-25",
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 }
 
   </script><script>
diff --git a/setup-gpu.html b/setup-gpu.html
index 64dffd63..abd0535a 100644
--- a/setup-gpu.html
+++ b/setup-gpu.html
@@ -583,7 +583,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
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-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.0" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.14.1" class="external-link">sandpaper (0.14.1)</a>,
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@@ -607,7 +607,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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   "dateCreated": "2023-05-03",
   "dateModified": "2023-11-09",
-  "datePublished": "2023-11-09"
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