diff --git a/0-introduction.html b/0-introduction.html
index 9f684a0d..0b48951b 100644
--- a/0-introduction.html
+++ b/0-introduction.html
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   "dateCreated": "2023-12-05",
   "dateModified": "2024-10-17",
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diff --git a/1-preparing-to-train.html b/1-preparing-to-train.html
index 604e7fa5..d39dda1c 100644
--- a/1-preparing-to-train.html
+++ b/1-preparing-to-train.html
@@ -871,7 +871,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://carpentries-incubator.github.io/fair-explainable-ml/1-preparing-to-train.html",
   "dateCreated": "2023-12-05",
   "dateModified": "2024-10-17",
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diff --git a/2-model-eval-and-fairness.html b/2-model-eval-and-fairness.html
index 2a40a463..e5c7d410 100644
--- a/2-model-eval-and-fairness.html
+++ b/2-model-eval-and-fairness.html
@@ -544,7 +544,7 @@ <h3 class="callout-title">What accuracy metric to use?</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <ol style="list-style-type: decimal"><li><p>It is best if all patients who need the screening get it, and
 there is little downside for doing screenings unnecessarily because the
@@ -673,7 +673,7 @@ <h3 class="callout-title">Matching fairness terminology with definitions</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </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>A - 3, B - 2, C - 4, D - 1</p>
 </div>
@@ -754,7 +754,7 @@ <h3 class="callout-title">Red-teaming large language models</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </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>Most publicly-available LLM providers set up guardrails to avoid
 propagating biases present in their training data. For instance, as of
@@ -805,7 +805,7 @@ <h3 class="callout-title">Challenge</h3>
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   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
 <div class="accordion-body">
 <p>While the picture is of Barack Obama, the upsampled image shows a
 white face. <img src="https://raw.githubusercontent.com/carpentries-incubator/fair-explainable-ml/main/images/e4-obama-upsampled.png" alt="Unblurred version of the pixelated picture of Obama. Instead of showing Obama, it shows a white man." class="figure"></p>
@@ -906,7 +906,7 @@ <h3 class="callout-title">Pros and cons of preprocessing options</h3>
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 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
 <div class="accordion-body">
 <p>A downside of oversampling is that it may violate statistical
 assumptions about independence of samples. A downside of undersampling
@@ -1007,7 +1007,7 @@ <h4 class="accordion-header" id="headingSolution5"> Show me the solution </h4>
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   "dateCreated": "2023-12-05",
   "dateModified": "2024-10-15",
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diff --git a/3-model-fairness-deep-dive.html b/3-model-fairness-deep-dive.html
index 9017bbaa..805b7d62 100644
--- a/3-model-fairness-deep-dive.html
+++ b/3-model-fairness-deep-dive.html
@@ -772,7 +772,7 @@ <h3 class="callout-title">Interpreting the plot</h3>
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   <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">
 <ol style="list-style-type: decimal"><li><p>Using a threshold of 0.1, the accuracy is about 0.71 and the 1-DI
 score is about 0.71. Using a threshold of 0.5, the accuracy is about
@@ -1075,7 +1075,7 @@ <h3 class="callout-title">Discuss</h3>
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   <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><strong>Pros:</strong> Randomization can be effective at increasing
 fairness.</p>
@@ -1171,7 +1171,7 @@ <h3 class="callout-title">Key Points</h3>
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   "dateCreated": "2023-12-05",
   "dateModified": "2024-10-17",
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diff --git a/4-explainability-vs-interpretability.html b/4-explainability-vs-interpretability.html
index cca8b3c5..80d3b43f 100644
--- a/4-explainability-vs-interpretability.html
+++ b/4-explainability-vs-interpretability.html
@@ -666,7 +666,7 @@ <h4 id="decision-making-criteria">Decision-making criteria<a class="anchor" aria
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   <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">
 <div class="section level4">
 <h4 id="compare-the-advantages-1">Compare the advantages<a class="anchor" aria-label="anchor" href="#compare-the-advantages-1"></a></h4>
@@ -783,7 +783,7 @@ <h3 class="callout-title">Exercise 2: COVID-19 Diagnosis Using Chest
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   <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">
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 <div class="accordion-body">
 <ol style="list-style-type: decimal"><li>
 <strong>Compare the Advantages:</strong>
@@ -895,7 +895,7 @@ <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
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diff --git a/404.html b/404.html
index a60f0b61..ab93ba17 100644
--- a/404.html
+++ b/404.html
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   "dateCreated": "2023-12-05",
-  "dateModified": "2024-11-15",
-  "datePublished": "2024-11-15"
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diff --git a/5a-explainable-AI-method-overview.html b/5a-explainable-AI-method-overview.html
index 15a7225f..15c95a7e 100644
--- a/5a-explainable-AI-method-overview.html
+++ b/5a-explainable-AI-method-overview.html
@@ -918,7 +918,7 @@ <h3 id="references-and-further-reading">References and Further Reading<a class="
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   "dateCreated": "2023-12-05",
   "dateModified": "2024-11-13",
-  "datePublished": "2024-11-15"
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   </script><script>
diff --git a/5b-deep-dive-into-methods.html b/5b-deep-dive-into-methods.html
index f3ed95cf..957817a9 100644
--- a/5b-deep-dive-into-methods.html
+++ b/5b-deep-dive-into-methods.html
@@ -684,7 +684,7 @@ <h3 class="callout-title">Challenge</h3>
   "identifier": "https://carpentries-incubator.github.io/fair-explainable-ml/5b-deep-dive-into-methods.html",
   "dateCreated": "2023-12-05",
   "dateModified": "2024-11-15",
-  "datePublished": "2024-11-15"
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   </script><script>
diff --git a/5c-probes.html b/5c-probes.html
index c20e6ba3..fd62cdc6 100644
--- a/5c-probes.html
+++ b/5c-probes.html
@@ -946,7 +946,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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   "dateCreated": "2023-12-05",
   "dateModified": "2024-07-03",
-  "datePublished": "2024-11-15"
+  "datePublished": "2024-11-19"
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   </script><script>
diff --git a/5d-gradcam.html b/5d-gradcam.html
index e5798f54..039bb525 100644
--- a/5d-gradcam.html
+++ b/5d-gradcam.html
@@ -716,7 +716,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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   "dateCreated": "2023-12-05",
   "dateModified": "2024-07-03",
-  "datePublished": "2024-11-15"
+  "datePublished": "2024-11-19"
 }
 
   </script><script>
diff --git a/6-confidence-intervals.html b/6-confidence-intervals.html
index ff88d86a..9ff0ecaa 100644
--- a/6-confidence-intervals.html
+++ b/6-confidence-intervals.html
@@ -757,7 +757,7 @@ <h4 id="summary">Summary<a class="anchor" aria-label="anchor" href="#summary"></
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   "dateCreated": "2023-12-05",
   "dateModified": "2024-11-15",
-  "datePublished": "2024-11-15"
+  "datePublished": "2024-11-19"
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diff --git a/7a-OOD-detection-overview.html b/7a-OOD-detection-overview.html
index c6a673cf..98aab786 100644
--- a/7a-OOD-detection-overview.html
+++ b/7a-OOD-detection-overview.html
@@ -732,7 +732,7 @@ <h3 class="callout-title">Key Points</h3>
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   "dateCreated": "2023-12-05",
   "dateModified": "2024-11-15",
-  "datePublished": "2024-11-15"
+  "datePublished": "2024-11-19"
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   </script><script>
diff --git a/7b-OOD-detection-softmax.html b/7b-OOD-detection-softmax.html
index 178350b3..ef1b4084 100644
--- a/7b-OOD-detection-softmax.html
+++ b/7b-OOD-detection-softmax.html
@@ -1098,7 +1098,7 @@ <h3 class="callout-title">Key Points</h3>
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   "dateCreated": "2023-12-05",
   "dateModified": "2024-11-15",
-  "datePublished": "2024-11-15"
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   </script><script>
diff --git a/7c-OOD-detection-energy.html b/7c-OOD-detection-energy.html
index 6e5338c7..ba0994ca 100644
--- a/7c-OOD-detection-energy.html
+++ b/7c-OOD-detection-energy.html
@@ -1116,7 +1116,7 @@ <h3 class="callout-title">Key Points</h3>
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   "dateCreated": "2023-12-05",
   "dateModified": "2024-11-15",
-  "datePublished": "2024-11-15"
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diff --git a/7d-OOD-detection-distance-based.html b/7d-OOD-detection-distance-based.html
index 61c1a6f6..1ca82a31 100644
--- a/7d-OOD-detection-distance-based.html
+++ b/7d-OOD-detection-distance-based.html
@@ -1339,7 +1339,7 @@ <h3 id="conclusion">Conclusion<a class="anchor" aria-label="anchor" href="#concl
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   "dateCreated": "2023-12-05",
   "dateModified": "2024-11-15",
-  "datePublished": "2024-11-15"
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diff --git a/7e-OOD-detection-algo-design.html b/7e-OOD-detection-algo-design.html
index 6b81e834..6495440f 100644
--- a/7e-OOD-detection-algo-design.html
+++ b/7e-OOD-detection-algo-design.html
@@ -635,7 +635,7 @@ <h3 class="callout-title">Key Points</h3>
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   "dateCreated": "2023-12-05",
   "dateModified": "2024-11-15",
-  "datePublished": "2024-11-15"
+  "datePublished": "2024-11-19"
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   </script><script>
diff --git a/8-releasing-a-model.html b/8-releasing-a-model.html
index 7837e68d..15b2511e 100644
--- a/8-releasing-a-model.html
+++ b/8-releasing-a-model.html
@@ -493,7 +493,7 @@ <h3 class="callout-title">Why should we share trained models?</h3>
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   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <ul><li>
 <strong>Accelerating research</strong>: Sharing models allows
@@ -547,7 +547,7 @@ <h3 class="callout-title">Challenges and risks of model sharing</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </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">
 <ul><li>
 <strong>Privacy concerns</strong>: Sharing models that were trained
@@ -843,7 +843,7 @@ <h3 class="callout-title">What pieces must be well-documented to ensure reproduc
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   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </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">
 <ul><li>Environment setup</li>
 <li>Training data
@@ -906,7 +906,7 @@ <h3 class="callout-title">Document your model</h3>
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   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
 <div class="accordion-body">
 <p>Pair up with a classmate and discuss what you wrote/read. Do model
 cards seem like a useful tool for you moving forwards?</p>
@@ -977,7 +977,7 @@ <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
   "identifier": "https://carpentries-incubator.github.io/fair-explainable-ml/8-releasing-a-model.html",
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   "dateModified": "2024-09-25",
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diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index 1a79b069..2c918970 100644
--- a/CODE_OF_CONDUCT.html
+++ b/CODE_OF_CONDUCT.html
@@ -489,7 +489,7 @@ <h1>Contributor Code of Conduct</h1>
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   "dateCreated": "2023-12-05",
   "dateModified": "2024-06-19",
-  "datePublished": "2024-11-15"
+  "datePublished": "2024-11-19"
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   </script><script>
diff --git a/LICENSE.html b/LICENSE.html
index 8bdaf4f9..92703902 100644
--- a/LICENSE.html
+++ b/LICENSE.html
@@ -537,7 +537,7 @@ <h1>Licenses</h1>
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   "dateCreated": "2023-12-05",
   "dateModified": "2024-06-19",
-  "datePublished": "2024-11-15"
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diff --git a/aio.html b/aio.html
index fb5a996f..dc7c779a 100644
--- a/aio.html
+++ b/aio.html
@@ -1307,7 +1307,7 @@ <h3 class="callout-title">What accuracy metric to use?</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <ol style="list-style-type: decimal">
 <li><p>It is best if all patients who need the screening get it, and
@@ -1450,7 +1450,7 @@ <h3 class="callout-title">Matching fairness terminology with definitions</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </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>A - 3, B - 2, C - 4, D - 1</p>
 </div>
@@ -1536,7 +1536,7 @@ <h3 class="callout-title">Red-teaming large language models</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </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">
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 <p>Most publicly-available LLM providers set up guardrails to avoid
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 <p><strong>Pros:</strong> Randomization can be effective at increasing
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 <ol style="list-style-type: decimal"><li><p>It is best if all patients who need the screening get it, and
 there is little downside for doing screenings unnecessarily because the
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 <p>Most publicly-available LLM providers set up guardrails to avoid
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 <ol style="list-style-type: decimal"><li><p>Using a threshold of 0.1, the accuracy is about 0.71 and the 1-DI
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 <p><strong>Pros:</strong> Randomization can be effective at increasing
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   "dateCreated": "2023-12-05",
   "dateModified": "2024-11-15",
-  "datePublished": "2024-11-15"
+  "datePublished": "2024-11-19"
 }
 
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diff --git a/instructor/7a-OOD-detection-overview.html b/instructor/7a-OOD-detection-overview.html
index 0b3dcba6..5a23412e 100644
--- a/instructor/7a-OOD-detection-overview.html
+++ b/instructor/7a-OOD-detection-overview.html
@@ -734,7 +734,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://carpentries-incubator.github.io/fair-explainable-ml/instructor/7a-OOD-detection-overview.html",
   "dateCreated": "2023-12-05",
   "dateModified": "2024-11-15",
-  "datePublished": "2024-11-15"
+  "datePublished": "2024-11-19"
 }
 
   </script><script>
diff --git a/instructor/7b-OOD-detection-softmax.html b/instructor/7b-OOD-detection-softmax.html
index 576bab41..300a1980 100644
--- a/instructor/7b-OOD-detection-softmax.html
+++ b/instructor/7b-OOD-detection-softmax.html
@@ -1100,7 +1100,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://carpentries-incubator.github.io/fair-explainable-ml/instructor/7b-OOD-detection-softmax.html",
   "dateCreated": "2023-12-05",
   "dateModified": "2024-11-15",
-  "datePublished": "2024-11-15"
+  "datePublished": "2024-11-19"
 }
 
   </script><script>
diff --git a/instructor/7c-OOD-detection-energy.html b/instructor/7c-OOD-detection-energy.html
index 5bd99220..30650452 100644
--- a/instructor/7c-OOD-detection-energy.html
+++ b/instructor/7c-OOD-detection-energy.html
@@ -1118,7 +1118,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://carpentries-incubator.github.io/fair-explainable-ml/instructor/7c-OOD-detection-energy.html",
   "dateCreated": "2023-12-05",
   "dateModified": "2024-11-15",
-  "datePublished": "2024-11-15"
+  "datePublished": "2024-11-19"
 }
 
   </script><script>
diff --git a/instructor/7d-OOD-detection-distance-based.html b/instructor/7d-OOD-detection-distance-based.html
index f4cc23b6..fe44db37 100644
--- a/instructor/7d-OOD-detection-distance-based.html
+++ b/instructor/7d-OOD-detection-distance-based.html
@@ -1341,7 +1341,7 @@ <h3 id="conclusion">Conclusion<a class="anchor" aria-label="anchor" href="#concl
   "identifier": "https://carpentries-incubator.github.io/fair-explainable-ml/instructor/7d-OOD-detection-distance-based.html",
   "dateCreated": "2023-12-05",
   "dateModified": "2024-11-15",
-  "datePublished": "2024-11-15"
+  "datePublished": "2024-11-19"
 }
 
   </script><script>
diff --git a/instructor/7e-OOD-detection-algo-design.html b/instructor/7e-OOD-detection-algo-design.html
index 9f93724f..4e9bc2ba 100644
--- a/instructor/7e-OOD-detection-algo-design.html
+++ b/instructor/7e-OOD-detection-algo-design.html
@@ -637,7 +637,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://carpentries-incubator.github.io/fair-explainable-ml/instructor/7e-OOD-detection-algo-design.html",
   "dateCreated": "2023-12-05",
   "dateModified": "2024-11-15",
-  "datePublished": "2024-11-15"
+  "datePublished": "2024-11-19"
 }
 
   </script><script>
diff --git a/instructor/8-releasing-a-model.html b/instructor/8-releasing-a-model.html
index 30bb5ac4..c8684834 100644
--- a/instructor/8-releasing-a-model.html
+++ b/instructor/8-releasing-a-model.html
@@ -495,7 +495,7 @@ <h3 class="callout-title">Why should we share trained models?</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <ul><li>
 <strong>Accelerating research</strong>: Sharing models allows
@@ -549,7 +549,7 @@ <h3 class="callout-title">Challenges and risks of model sharing</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </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">
 <ul><li>
 <strong>Privacy concerns</strong>: Sharing models that were trained
@@ -845,7 +845,7 @@ <h3 class="callout-title">What pieces must be well-documented to ensure reproduc
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </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">
 <ul><li>Environment setup</li>
 <li>Training data
@@ -908,7 +908,7 @@ <h3 class="callout-title">Document your model</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
 <div class="accordion-body">
 <p>Pair up with a classmate and discuss what you wrote/read. Do model
 cards seem like a useful tool for you moving forwards?</p>
@@ -979,7 +979,7 @@ <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
   "identifier": "https://carpentries-incubator.github.io/fair-explainable-ml/instructor/8-releasing-a-model.html",
   "dateCreated": "2023-12-05",
   "dateModified": "2024-09-25",
-  "datePublished": "2024-11-15"
+  "datePublished": "2024-11-19"
 }
 
   </script><script>
diff --git a/instructor/CODE_OF_CONDUCT.html b/instructor/CODE_OF_CONDUCT.html
index 69fa9bd5..43f13803 100644
--- a/instructor/CODE_OF_CONDUCT.html
+++ b/instructor/CODE_OF_CONDUCT.html
@@ -491,7 +491,7 @@ <h1>Contributor Code of Conduct</h1>
   "identifier": "https://carpentries-incubator.github.io/fair-explainable-ml/instructor/CODE_OF_CONDUCT.html",
   "dateCreated": "2023-12-05",
   "dateModified": "2024-06-19",
-  "datePublished": "2024-11-15"
+  "datePublished": "2024-11-19"
 }
 
   </script><script>
diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index f6069ec9..58ff5c8c 100644
--- a/instructor/LICENSE.html
+++ b/instructor/LICENSE.html
@@ -539,7 +539,7 @@ <h1>Licenses</h1>
   "identifier": "https://carpentries-incubator.github.io/fair-explainable-ml/instructor/LICENSE.html",
   "dateCreated": "2023-12-05",
   "dateModified": "2024-06-19",
-  "datePublished": "2024-11-15"
+  "datePublished": "2024-11-19"
 }
 
   </script><script>
diff --git a/instructor/aio.html b/instructor/aio.html
index 470551de..84ef9a19 100644
--- a/instructor/aio.html
+++ b/instructor/aio.html
@@ -1485,7 +1485,7 @@ <h3 class="callout-title">What accuracy metric to use?</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <ol style="list-style-type: decimal">
 <li><p>It is best if all patients who need the screening get it, and
@@ -1628,7 +1628,7 @@ <h3 class="callout-title">Matching fairness terminology with definitions</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </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>A - 3, B - 2, C - 4, D - 1</p>
 </div>
@@ -1714,7 +1714,7 @@ <h3 class="callout-title">Red-teaming large language models</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </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>Most publicly-available LLM providers set up guardrails to avoid
 propagating biases present in their training data. For instance, as of
@@ -1766,7 +1766,7 @@ <h3 class="callout-title">Challenge</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
 <div class="accordion-body">
 <p>While the picture is of Barack Obama, the upsampled image shows a
 white face. <img src="https://raw.githubusercontent.com/carpentries-incubator/fair-explainable-ml/main/images/e4-obama-upsampled.png" alt="Unblurred version of the pixelated picture of Obama. Instead of showing Obama, it shows a white man." class="figure"></p>
@@ -1871,7 +1871,7 @@ <h3 class="callout-title">Pros and cons of preprocessing options</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution5" aria-expanded="false" aria-controls="collapseSolution5">
   <h4 class="accordion-header" id="headingSolution5"> Show me the solution </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
 <div class="accordion-body">
 <p>A downside of oversampling is that it may violate statistical
 assumptions about independence of samples. A downside of undersampling
@@ -2277,7 +2277,7 @@ <h3 class="callout-title">Interpreting the plot</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" 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">
 <ol style="list-style-type: decimal">
 <li><p>Using a threshold of 0.1, the accuracy is about 0.71 and the 1-DI
@@ -2592,7 +2592,7 @@ <h3 class="callout-title">Discuss</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <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><strong>Pros:</strong> Randomization can be effective at increasing
 fairness.</p>
@@ -2920,7 +2920,7 @@ <h4 id="decision-making-criteria">Decision-making criteria<a class="anchor" aria
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" 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="section level4">
 <h4 id="compare-the-advantages-1">Compare the advantages<a class="anchor" aria-label="anchor" href="#compare-the-advantages-1"></a>
@@ -3054,7 +3054,7 @@ <h3 class="callout-title">Exercise 2: COVID-19 Diagnosis Using Chest
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <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">
 <ol style="list-style-type: decimal">
 <li>
@@ -7773,7 +7773,7 @@ <h3 class="callout-title">Why should we share trained models?</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <ul>
 <li>
@@ -7829,7 +7829,7 @@ <h3 class="callout-title">Challenges and risks of model sharing</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </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">
 <ul>
 <li>
@@ -8139,7 +8139,7 @@ <h3 class="callout-title">What pieces must be well-documented to ensure reproduc
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </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">
 <ul>
 <li>Environment setup</li>
@@ -8210,7 +8210,7 @@ <h3 class="callout-title">Document your model</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
 <div class="accordion-body">
 <p>Pair up with a classmate and discuss what you wrote/read. Do model
 cards seem like a useful tool for you moving forwards?</p>
@@ -8270,8 +8270,8 @@ <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
   "url": "https://carpentries-incubator.github.io/fair-explainable-ml/instructor/aio.html",
   "identifier": "https://carpentries-incubator.github.io/fair-explainable-ml/instructor/aio.html",
   "dateCreated": "2023-12-05",
-  "dateModified": "2024-11-15",
-  "datePublished": "2024-11-15"
+  "dateModified": "2024-11-19",
+  "datePublished": "2024-11-19"
 }
 
   </script><script>
diff --git a/instructor/images.html b/instructor/images.html
index 96691059..a82076bc 100644
--- a/instructor/images.html
+++ b/instructor/images.html
@@ -677,8 +677,8 @@ <h3 id="7b-OOD-detection-softmax-figure-8">Figure 8</h3>
   "url": "https://carpentries-incubator.github.io/fair-explainable-ml/instructor/images.html",
   "identifier": "https://carpentries-incubator.github.io/fair-explainable-ml/instructor/images.html",
   "dateCreated": "2023-12-05",
-  "dateModified": "2024-11-15",
-  "datePublished": "2024-11-15"
+  "dateModified": "2024-11-19",
+  "datePublished": "2024-11-19"
 }
 
   </script><script>
diff --git a/instructor/index.html b/instructor/index.html
index 227d59bf..84ee452b 100644
--- a/instructor/index.html
+++ b/instructor/index.html
@@ -993,8 +993,8 @@ <h3 id="fallback-option-cloud-environment">Fallback option: cloud environment<a
   "url": "https://carpentries-incubator.github.io/fair-explainable-ml/instructor/index.html",
   "identifier": "https://carpentries-incubator.github.io/fair-explainable-ml/instructor/index.html",
   "dateCreated": "2023-12-05",
-  "dateModified": "2024-11-15",
-  "datePublished": "2024-11-15"
+  "dateModified": "2024-11-19",
+  "datePublished": "2024-11-19"
 }
 
   </script><script>
diff --git a/instructor/instructor-notes.html b/instructor/instructor-notes.html
index a19f290d..4be13b30 100644
--- a/instructor/instructor-notes.html
+++ b/instructor/instructor-notes.html
@@ -689,8 +689,8 @@ <h3 id="1-preparing-to-train-headingInstructor1">
   "url": "https://carpentries-incubator.github.io/fair-explainable-ml/instructor/instructor-notes.html",
   "identifier": "https://carpentries-incubator.github.io/fair-explainable-ml/instructor/instructor-notes.html",
   "dateCreated": "2023-12-05",
-  "dateModified": "2024-11-15",
-  "datePublished": "2024-11-15"
+  "dateModified": "2024-11-19",
+  "datePublished": "2024-11-19"
 }
 
   </script><script>
diff --git a/instructor/key-points.html b/instructor/key-points.html
index f418eb07..382cd6ca 100644
--- a/instructor/key-points.html
+++ b/instructor/key-points.html
@@ -661,8 +661,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "url": "https://carpentries-incubator.github.io/fair-explainable-ml/instructor/key-points.html",
   "identifier": "https://carpentries-incubator.github.io/fair-explainable-ml/instructor/key-points.html",
   "dateCreated": "2023-12-05",
-  "dateModified": "2024-11-15",
-  "datePublished": "2024-11-15"
+  "dateModified": "2024-11-19",
+  "datePublished": "2024-11-19"
 }
 
   </script><script>
diff --git a/instructor/profiles.html b/instructor/profiles.html
index ce11f7ca..94d86d6d 100644
--- a/instructor/profiles.html
+++ b/instructor/profiles.html
@@ -442,8 +442,8 @@ <h1>Learner Profiles</h1>
   "url": "https://carpentries-incubator.github.io/fair-explainable-ml/instructor/profiles.html",
   "identifier": "https://carpentries-incubator.github.io/fair-explainable-ml/instructor/profiles.html",
   "dateCreated": "2023-12-05",
-  "dateModified": "2024-11-15",
-  "datePublished": "2024-11-15"
+  "dateModified": "2024-11-19",
+  "datePublished": "2024-11-19"
 }
 
   </script><script>
diff --git a/instructor/reference.html b/instructor/reference.html
index 015174c5..e71f86ec 100644
--- a/instructor/reference.html
+++ b/instructor/reference.html
@@ -483,7 +483,7 @@ <h1>Reference</h1>
   "identifier": "https://carpentries-incubator.github.io/fair-explainable-ml/instructor/reference.html",
   "dateCreated": "2023-12-05",
   "dateModified": "2024-06-19",
-  "datePublished": "2024-11-15"
+  "datePublished": "2024-11-19"
 }
 
   </script><script>
diff --git a/key-points.html b/key-points.html
index 7666e368..5818efff 100644
--- a/key-points.html
+++ b/key-points.html
@@ -659,8 +659,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "url": "https://carpentries-incubator.github.io/fair-explainable-ml/key-points.html",
   "identifier": "https://carpentries-incubator.github.io/fair-explainable-ml/key-points.html",
   "dateCreated": "2023-12-05",
-  "dateModified": "2024-11-15",
-  "datePublished": "2024-11-15"
+  "dateModified": "2024-11-19",
+  "datePublished": "2024-11-19"
 }
 
   </script><script>
diff --git a/pkgdown.yml b/pkgdown.yml
index 83b440ed..acf3f8f8 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -2,4 +2,4 @@ pandoc: 3.1.11
 pkgdown: 2.1.1
 pkgdown_sha: ~
 articles: {}
-last_built: 2024-11-15T20:01Z
+last_built: 2024-11-19T00:52Z
diff --git a/profiles.html b/profiles.html
index e4e6d974..35d237fb 100644
--- a/profiles.html
+++ b/profiles.html
@@ -442,8 +442,8 @@ <h1>Learner Profiles</h1>
   "url": "https://carpentries-incubator.github.io/fair-explainable-ml/profiles.html",
   "identifier": "https://carpentries-incubator.github.io/fair-explainable-ml/profiles.html",
   "dateCreated": "2023-12-05",
-  "dateModified": "2024-11-15",
-  "datePublished": "2024-11-15"
+  "dateModified": "2024-11-19",
+  "datePublished": "2024-11-19"
 }
 
   </script><script>
diff --git a/reference.html b/reference.html
index b0cbbf2a..fccb1e7a 100644
--- a/reference.html
+++ b/reference.html
@@ -481,7 +481,7 @@ <h1>Reference</h1>
   "identifier": "https://carpentries-incubator.github.io/fair-explainable-ml/reference.html",
   "dateCreated": "2023-12-05",
   "dateModified": "2024-06-19",
-  "datePublished": "2024-11-15"
+  "datePublished": "2024-11-19"
 }
 
   </script><script>