diff --git a/0-introduction.html b/0-introduction.html
index e6804bf..35005ab 100644
--- a/0-introduction.html
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diff --git a/1-preparing-to-train.html b/1-preparing-to-train.html
index da3f320..ae48adb 100644
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diff --git a/2-model-eval-and-fairness.html b/2-model-eval-and-fairness.html
index 4aa9e8e..ac43361 100644
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diff --git a/3-model-fairness-deep-dive.html b/3-model-fairness-deep-dive.html
index ec13018..4ee02c3 100644
--- a/3-model-fairness-deep-dive.html
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 <div class="accordion-body">
 <ol style="list-style-type: decimal"><li><p>Using a threshold of 0.1, the accuracy is about 0.72 and the 1-DI
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@@ -1070,7 +1070,7 @@ <h3 class="callout-title">Discuss</h3>
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 <div class="accordion-body">
 <p><strong>Pros:</strong> Randomization can be effective at increasing
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@@ -1166,7 +1166,7 @@ <h3 class="callout-title">Key Points</h3>
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diff --git a/4-explainability-vs-interpretability.html b/4-explainability-vs-interpretability.html
index 0f8454b..e782cf7 100644
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@@ -725,7 +725,7 @@ <h3 class="callout-title">Exercise 2: COVID-19 Diagnosis Using Chest
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 <div class="accordion-body">
 <ol style="list-style-type: decimal"><li>
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@@ -877,7 +877,7 @@ <h3 class="callout-title">Key Points</h3>
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diff --git a/404.html b/404.html
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diff --git a/5a-explainable-AI-method-overview.html b/5a-explainable-AI-method-overview.html
index 019f8ea..848bbdf 100644
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 <div class="accordion-body">
 <table class="table"><colgroup><col width="54%"><col width="21%"><col width="10%"><col width="13%"></colgroup><thead><tr class="header"><th>Approach</th>
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@@ -967,7 +967,7 @@ <h3 id="references-and-further-reading">References and Further Reading<a class="
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diff --git a/5c-probes.html b/5c-probes.html
index 5c14856..abac35a 100644
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diff --git a/5d-gradcam.html b/5d-gradcam.html
index 7dbf0f2..470f4a3 100644
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diff --git a/6-uncertainty-overview.html b/6-uncertainty-overview.html
index 634a758..6a16f3a 100644
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diff --git a/7a-OOD-detection-overview.html b/7a-OOD-detection-overview.html
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diff --git a/7b-OOD-detection-softmax.html b/7b-OOD-detection-softmax.html
index f4c17d3..bda99e5 100644
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@@ -1201,7 +1201,7 @@ <h3 class="callout-title">Key Points</h3>
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diff --git a/7c-OOD-detection-energy.html b/7c-OOD-detection-energy.html
index d4ae734..fdbbcbe 100644
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@@ -1163,7 +1163,7 @@ <h3 class="callout-title">Key Points</h3>
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   "dateCreated": "2023-12-05",
   "dateModified": "2024-12-20",
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diff --git a/7d-OOD-detection-distance.html b/7d-OOD-detection-distance.html
index dbf85af..4bcff77 100644
--- a/7d-OOD-detection-distance.html
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diff --git a/8-releasing-a-model.html b/8-releasing-a-model.html
index 4053b93..c13bbf2 100644
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diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index 4db8520..c662d28 100644
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diff --git a/LICENSE.html b/LICENSE.html
index 1403380..0d06c44 100644
--- a/LICENSE.html
+++ b/LICENSE.html
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   "dateCreated": "2023-12-05",
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diff --git a/aio.html b/aio.html
index 5915cd4..2f08cfe 100644
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 <div class="accordion-body">
 <ol style="list-style-type: decimal">
 <li><p>Using a threshold of 0.1, the accuracy is about 0.72 and the 1-DI
@@ -2402,7 +2402,7 @@ <h3 class="callout-title">Discuss</h3>
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-<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
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@@ -2681,7 +2681,7 @@ <h4 id="decision-making-criteria">Decision-making criteria<a class="anchor" aria
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 <h4 id="compare-the-advantages-1">Compare the advantages<a class="anchor" aria-label="anchor" href="#compare-the-advantages-1"></a>
@@ -2815,7 +2815,7 @@ <h3 class="callout-title">Exercise 2: COVID-19 Diagnosis Using Chest
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diff --git a/images.html b/images.html
index 9077889..cb0b87c 100644
--- a/images.html
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diff --git a/index.html b/index.html
index 7e862c9..cf9783e 100644
--- a/index.html
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diff --git a/instructor-notes.html b/instructor-notes.html
index 33417d4..486f094 100644
--- a/instructor-notes.html
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   "dateCreated": "2023-12-05",
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diff --git a/instructor/0-introduction.html b/instructor/0-introduction.html
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index c3db95a..298e790 100644
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diff --git a/instructor/2-model-eval-and-fairness.html b/instructor/2-model-eval-and-fairness.html
index 6a3e1b5..fcbb900 100644
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diff --git a/instructor/3-model-fairness-deep-dive.html b/instructor/3-model-fairness-deep-dive.html
index 9f902b1..020548c 100644
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@@ -1072,7 +1072,7 @@ <h3 class="callout-title">Discuss</h3>
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 <p><strong>Pros:</strong> Randomization can be effective at increasing
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@@ -1168,7 +1168,7 @@ <h3 class="callout-title">Key Points</h3>
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diff --git a/instructor/4-explainability-vs-interpretability.html b/instructor/4-explainability-vs-interpretability.html
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@@ -727,7 +727,7 @@ <h3 class="callout-title">Exercise 2: COVID-19 Diagnosis Using Chest
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 <div class="accordion-body">
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@@ -879,7 +879,7 @@ <h3 class="callout-title">Key Points</h3>
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diff --git a/instructor/404.html b/instructor/404.html
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index b6bdd2c..6bbae8d 100644
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index fde1af1..241dd3c 100644
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diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index a744872..ab9ab33 100644
--- a/instructor/LICENSE.html
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diff --git a/instructor/aio.html b/instructor/aio.html
index fbe00d3..2888ded 100644
--- a/instructor/aio.html
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-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
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 <div class="accordion-body">
 <ol style="list-style-type: decimal">
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@@ -2581,7 +2581,7 @@ <h3 class="callout-title">Discuss</h3>
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-<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
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@@ -2861,7 +2861,7 @@ <h4 id="decision-making-criteria">Decision-making criteria<a class="anchor" aria
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-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
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 <h4 id="compare-the-advantages-1">Compare the advantages<a class="anchor" aria-label="anchor" href="#compare-the-advantages-1"></a>
@@ -2995,7 +2995,7 @@ <h3 class="callout-title">Exercise 2: COVID-19 Diagnosis Using Chest
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-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
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@@ -3491,7 +3491,7 @@ <h3 class="callout-title">Classifying explanation techniques</h3>
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-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
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@@ -8098,8 +8098,8 @@ <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
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-  "dateModified": "2025-01-07",
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index 6e0911e..9d9d9ba 100644
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   "dateCreated": "2023-12-05",
-  "dateModified": "2025-01-07",
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diff --git a/instructor/index.html b/instructor/index.html
index b0ad9a1..afd1428 100644
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-  "dateModified": "2025-01-07",
-  "datePublished": "2025-01-07"
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index 84800d5..d8dac90 100644
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-  "dateModified": "2025-01-07",
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index eb03de5..daca35f 100644
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-  "dateModified": "2025-01-07",
-  "datePublished": "2025-01-07"
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index 4ca48b3..ccb8b92 100644
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-  "dateModified": "2025-01-07",
-  "datePublished": "2025-01-07"
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index cb9d5f7..a8ab81f 100644
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-  "datePublished": "2025-01-07"
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diff --git a/key-points.html b/key-points.html
index 5c0326b..4e56b27 100644
--- a/key-points.html
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   "dateCreated": "2023-12-05",
-  "dateModified": "2025-01-07",
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diff --git a/pkgdown.yml b/pkgdown.yml
index 3879dd1..fb9fec1 100644
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--- a/profiles.html
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   "dateCreated": "2023-12-05",
-  "dateModified": "2025-01-07",
-  "datePublished": "2025-01-07"
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diff --git a/reference.html b/reference.html
index b02016f..94109e5 100644
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