From f76d2056d53396160421b1b2f19e7404f11f49a9 Mon Sep 17 00:00:00 2001
From: GitHub Actions <actions@github.com>
Date: Wed, 7 Aug 2024 16:44:12 +0000
Subject: [PATCH] site deploy

Auto-generated via {sandpaper}
Source  : b203a071136d45417321e812fac426816fdfb8ca
Branch  : md-outputs
Author  : GitHub Actions <actions@github.com>
Time    : 2024-08-07 16:43:55 +0000
Message : markdown source builds

Auto-generated via {sandpaper}
Source  : 0b745985de1cdcb726042b95fb5af82f0200e74d
Branch  : main
Author  : Chris Endemann <endemann@wisc.edu>
Time    : 2024-08-07 16:43:09 +0000
Message : Update setup.md
---
 3-model-eval-and-fairness.html                | 10 ++++-----
 5a-explainable-AI-method-overview.html        |  2 +-
 8-releasing-a-model.html                      |  8 +++----
 aio.html                                      | 20 ++++++++---------
 index.html                                    | 19 ++++++++--------
 instructor/0-introduction.html                |  2 +-
 instructor/3-model-eval-and-fairness.html     | 10 ++++-----
 .../5a-explainable-AI-method-overview.html    |  2 +-
 instructor/8-releasing-a-model.html           |  8 +++----
 instructor/aio.html                           | 22 +++++++++----------
 instructor/index.html                         | 19 ++++++++--------
 md5sum.txt                                    |  2 +-
 12 files changed, 61 insertions(+), 63 deletions(-)

diff --git a/3-model-eval-and-fairness.html b/3-model-eval-and-fairness.html
index 029163ce..34d656f5 100644
--- a/3-model-eval-and-fairness.html
+++ b/3-model-eval-and-fairness.html
@@ -525,7 +525,7 @@ <h3 class="callout-title">What accuracy metric to use?<a class="anchor" aria-lab
 <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
@@ -612,7 +612,7 @@ <h3 class="callout-title">Matching fairness terminology with definitions<a class
 <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>
@@ -695,7 +695,7 @@ <h3 class="callout-title">Red-teaming large language models<a class="anchor" ari
 <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
@@ -748,7 +748,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <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>
@@ -851,7 +851,7 @@ <h3 class="callout-title">Pros and cons of preprocessing options<a class="anchor
 <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
diff --git a/5a-explainable-AI-method-overview.html b/5a-explainable-AI-method-overview.html
index 57ba7c5c..071a6803 100644
--- a/5a-explainable-AI-method-overview.html
+++ b/5a-explainable-AI-method-overview.html
@@ -691,7 +691,7 @@ <h3 class="callout-title">Classifying explanation techniques<a class="anchor" ar
 <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">
 <table class="table"><colgroup><col width="54%"><col width="21%"><col width="10%"><col width="13%"></colgroup><thead><tr class="header"><th>Approach</th>
 <th>Post Hoc or Inherently Interpretable?</th>
diff --git a/8-releasing-a-model.html b/8-releasing-a-model.html
index 691bed64..168514bb 100644
--- a/8-releasing-a-model.html
+++ b/8-releasing-a-model.html
@@ -479,7 +479,7 @@ <h3 class="callout-title">Why should we share trained models?<a class="anchor" a
 <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
@@ -534,7 +534,7 @@ <h3 class="callout-title">Challenges and risks of model sharing<a class="anchor"
 <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
@@ -834,7 +834,7 @@ <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
@@ -884,7 +884,7 @@ <h3 class="callout-title">Document your model<a class="anchor" aria-label="ancho
 <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>TODO</p>
 </div>
diff --git a/aio.html b/aio.html
index cc8f7ff5..2ae18ebe 100644
--- a/aio.html
+++ b/aio.html
@@ -1114,7 +1114,7 @@ <h3 class="callout-title">What accuracy metric to use?<a class="anchor" aria-lab
 <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
@@ -1209,7 +1209,7 @@ <h3 class="callout-title">Matching fairness terminology with definitions<a class
 <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>
@@ -1297,7 +1297,7 @@ <h3 class="callout-title">Red-teaming large language models<a class="anchor" ari
 <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
@@ -1351,7 +1351,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <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>
@@ -1458,7 +1458,7 @@ <h3 class="callout-title">Pros and cons of preprocessing options<a class="anchor
 <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
@@ -3085,7 +3085,7 @@ <h3 class="callout-title">Classifying explanation techniques<a class="anchor" ar
 <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">
 <table class="table">
 <colgroup>
@@ -6680,7 +6680,7 @@ <h3 class="callout-title">Why should we share trained models?<a class="anchor" a
 <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>
@@ -6737,7 +6737,7 @@ <h3 class="callout-title">Challenges and risks of model sharing<a class="anchor"
 <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>
@@ -7049,7 +7049,7 @@ <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>
@@ -7105,7 +7105,7 @@ <h3 class="callout-title">Document your model<a class="anchor" aria-label="ancho
 <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>TODO</p>
 </div>
diff --git a/index.html b/index.html
index de89b986..ed67f6ce 100644
--- a/index.html
+++ b/index.html
@@ -487,7 +487,7 @@ <h3 class="accordion-header" id="headingSpoiler1">
   Windows
   </h3>
 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
 <div class="accordion-body">
 <p>Checkout the [video tutorial][video-windows] or:</p>
 <ol style="list-style-type: decimal"><li>Open [<a href="https://www.anaconda.com/products/distribution" class="external-link uri">https://www.anaconda.com/products/distribution</a>][anaconda-distribution]
@@ -508,7 +508,7 @@ <h3 class="accordion-header" id="headingSpoiler2">
   MacOS
   </h3>
 </button>
-<div id="collapseSpoiler2" class="accordion-collapse collapse" aria-labelledby="headingSpoiler2" data-bs-parent="#accordionSpoiler2">
+<div id="collapseSpoiler2" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler2" aria-labelledby="headingSpoiler2">
 <div class="accordion-body">
 <p>Checkout the [video tutorial][video-mac] or:</p>
 <ol style="list-style-type: decimal"><li>Open [<a href="https://www.anaconda.com/products/distribution" class="external-link uri">https://www.anaconda.com/products/distribution</a>][anaconda-distribution]
@@ -529,7 +529,7 @@ <h3 class="accordion-header" id="headingSpoiler3">
   Linux
   </h3>
 </button>
-<div id="collapseSpoiler3" class="accordion-collapse collapse" aria-labelledby="headingSpoiler3" data-bs-parent="#accordionSpoiler3">
+<div id="collapseSpoiler3" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler3" aria-labelledby="headingSpoiler3">
 <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
@@ -605,14 +605,13 @@ <h3 class="code-label">SH<i aria-hidden="true" data-feather="chevron-left"></i><
 <pre class="sourceCode sh" tabindex="0"><code class="sourceCode bash"><span id="cb4-1"><a href="#cb4-1" tabindex="-1"></a><span class="ex">pip</span> install pytorch-ood</span></code></pre>
 </div>
 </li>
-</ol></div>
-<div class="section level3">
-<h3 id="notes">Notes:<a class="anchor" aria-label="anchor" href="#notes"></a></h3>
-<ul><li>conda-forge Channel: The <code>conda-forge</code> is a
-community-driven conda channel that provides a wide array of up-to-date
-packages, ensuring better compatibility and a more extensive package
-library.</li>
+</ol><div class="section level4">
+<h4 id="notes">Notes<a class="anchor" aria-label="anchor" href="#notes"></a></h4>
+<ul><li>The <code>conda-forge</code> is a community-driven conda channel
+that provides a wide array of up-to-date packages, ensuring better
+compatibility and a more extensive package library.</li>
 </ul></div>
+</div>
 <div class="section level3">
 <h3 id="starting-jupyter-lab">Starting Jupyter Lab<a class="anchor" aria-label="anchor" href="#starting-jupyter-lab"></a></h3>
 <p>We will teach using Python in Jupyter lab, a programming environment
diff --git a/instructor/0-introduction.html b/instructor/0-introduction.html
index 622dcd12..d3053f0c 100644
--- a/instructor/0-introduction.html
+++ b/instructor/0-introduction.html
@@ -440,7 +440,7 @@ <h3 class="card-title">Objectives</h3>
 <button class="accordion-button instructor-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseInstructor1" aria-expanded="false" aria-controls="collapseInstructor1">
   <h3 class="accordion-header" id="headingInstructor1">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="edit-2"></i></div> 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
diff --git a/instructor/3-model-eval-and-fairness.html b/instructor/3-model-eval-and-fairness.html
index c5895799..a18a576b 100644
--- a/instructor/3-model-eval-and-fairness.html
+++ b/instructor/3-model-eval-and-fairness.html
@@ -527,7 +527,7 @@ <h3 class="callout-title">What accuracy metric to use?<a class="anchor" aria-lab
 <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
@@ -614,7 +614,7 @@ <h3 class="callout-title">Matching fairness terminology with definitions<a class
 <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>
@@ -697,7 +697,7 @@ <h3 class="callout-title">Red-teaming large language models<a class="anchor" ari
 <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
@@ -750,7 +750,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <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>
@@ -853,7 +853,7 @@ <h3 class="callout-title">Pros and cons of preprocessing options<a class="anchor
 <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
diff --git a/instructor/5a-explainable-AI-method-overview.html b/instructor/5a-explainable-AI-method-overview.html
index 005c5b05..052b8538 100644
--- a/instructor/5a-explainable-AI-method-overview.html
+++ b/instructor/5a-explainable-AI-method-overview.html
@@ -693,7 +693,7 @@ <h3 class="callout-title">Classifying explanation techniques<a class="anchor" ar
 <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">
 <table class="table"><colgroup><col width="54%"><col width="21%"><col width="10%"><col width="13%"></colgroup><thead><tr class="header"><th>Approach</th>
 <th>Post Hoc or Inherently Interpretable?</th>
diff --git a/instructor/8-releasing-a-model.html b/instructor/8-releasing-a-model.html
index 2bfbb74b..f5b570e7 100644
--- a/instructor/8-releasing-a-model.html
+++ b/instructor/8-releasing-a-model.html
@@ -481,7 +481,7 @@ <h3 class="callout-title">Why should we share trained models?<a class="anchor" a
 <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
@@ -536,7 +536,7 @@ <h3 class="callout-title">Challenges and risks of model sharing<a class="anchor"
 <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
@@ -836,7 +836,7 @@ <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
@@ -886,7 +886,7 @@ <h3 class="callout-title">Document your model<a class="anchor" aria-label="ancho
 <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>TODO</p>
 </div>
diff --git a/instructor/aio.html b/instructor/aio.html
index 431c8f1e..5391a535 100644
--- a/instructor/aio.html
+++ b/instructor/aio.html
@@ -507,7 +507,7 @@ <h3 class="card-title">Objectives</h3>
 <button class="accordion-button instructor-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseInstructor1" aria-expanded="false" aria-controls="collapseInstructor1">
   <h3 class="accordion-header" id="headingInstructor1">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="edit-2"></i></div> 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
@@ -1135,7 +1135,7 @@ <h3 class="callout-title">What accuracy metric to use?<a class="anchor" aria-lab
 <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
@@ -1230,7 +1230,7 @@ <h3 class="callout-title">Matching fairness terminology with definitions<a class
 <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>
@@ -1318,7 +1318,7 @@ <h3 class="callout-title">Red-teaming large language models<a class="anchor" ari
 <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
@@ -1372,7 +1372,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <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>
@@ -1479,7 +1479,7 @@ <h3 class="callout-title">Pros and cons of preprocessing options<a class="anchor
 <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
@@ -3108,7 +3108,7 @@ <h3 class="callout-title">Classifying explanation techniques<a class="anchor" ar
 <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">
 <table class="table">
 <colgroup>
@@ -6711,7 +6711,7 @@ <h3 class="callout-title">Why should we share trained models?<a class="anchor" a
 <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>
@@ -6768,7 +6768,7 @@ <h3 class="callout-title">Challenges and risks of model sharing<a class="anchor"
 <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>
@@ -7080,7 +7080,7 @@ <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>
@@ -7136,7 +7136,7 @@ <h3 class="callout-title">Document your model<a class="anchor" aria-label="ancho
 <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>TODO</p>
 </div>
diff --git a/instructor/index.html b/instructor/index.html
index 8fde8c20..961ec577 100644
--- a/instructor/index.html
+++ b/instructor/index.html
@@ -676,7 +676,7 @@ <h3 class="accordion-header" id="headingSpoiler1">
   Windows
   </h3>
 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
 <div class="accordion-body">
 <p>Checkout the [video tutorial][video-windows] or:</p>
 <ol style="list-style-type: decimal"><li>Open [<a href="https://www.anaconda.com/products/distribution" class="external-link uri">https://www.anaconda.com/products/distribution</a>][anaconda-distribution]
@@ -697,7 +697,7 @@ <h3 class="accordion-header" id="headingSpoiler2">
   MacOS
   </h3>
 </button>
-<div id="collapseSpoiler2" class="accordion-collapse collapse" aria-labelledby="headingSpoiler2" data-bs-parent="#accordionSpoiler2">
+<div id="collapseSpoiler2" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler2" aria-labelledby="headingSpoiler2">
 <div class="accordion-body">
 <p>Checkout the [video tutorial][video-mac] or:</p>
 <ol style="list-style-type: decimal"><li>Open [<a href="https://www.anaconda.com/products/distribution" class="external-link uri">https://www.anaconda.com/products/distribution</a>][anaconda-distribution]
@@ -718,7 +718,7 @@ <h3 class="accordion-header" id="headingSpoiler3">
   Linux
   </h3>
 </button>
-<div id="collapseSpoiler3" class="accordion-collapse collapse" aria-labelledby="headingSpoiler3" data-bs-parent="#accordionSpoiler3">
+<div id="collapseSpoiler3" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler3" aria-labelledby="headingSpoiler3">
 <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
@@ -794,14 +794,13 @@ <h3 class="code-label">SH<i aria-hidden="true" data-feather="chevron-left"></i><
 <pre class="sourceCode sh" tabindex="0"><code class="sourceCode bash"><span id="cb4-1"><a href="#cb4-1" tabindex="-1"></a><span class="ex">pip</span> install pytorch-ood</span></code></pre>
 </div>
 </li>
-</ol></div>
-<div class="section level3">
-<h3 id="notes">Notes:<a class="anchor" aria-label="anchor" href="#notes"></a></h3>
-<ul><li>conda-forge Channel: The <code>conda-forge</code> is a
-community-driven conda channel that provides a wide array of up-to-date
-packages, ensuring better compatibility and a more extensive package
-library.</li>
+</ol><div class="section level4">
+<h4 id="notes">Notes<a class="anchor" aria-label="anchor" href="#notes"></a></h4>
+<ul><li>The <code>conda-forge</code> is a community-driven conda channel
+that provides a wide array of up-to-date packages, ensuring better
+compatibility and a more extensive package library.</li>
 </ul></div>
+</div>
 <div class="section level3">
 <h3 id="starting-jupyter-lab">Starting Jupyter Lab<a class="anchor" aria-label="anchor" href="#starting-jupyter-lab"></a></h3>
 <p>We will teach using Python in Jupyter lab, a programming environment
diff --git a/md5sum.txt b/md5sum.txt
index 64cdfe41..1a137a6b 100644
--- a/md5sum.txt
+++ b/md5sum.txt
@@ -20,5 +20,5 @@
 "episodes/8-releasing-a-model.md" "e9b0e3e101a854e0f54b24b6eb3f6729" "site/built/8-releasing-a-model.md" "2024-07-16"
 "instructors/instructor-notes.md" "cae72b6712578d74a49fea7513099f8c" "site/built/instructor-notes.md" "2024-06-19"
 "learners/reference.md" "1c7cc4e229304d9806a13f69ca1b8ba4" "site/built/reference.md" "2024-06-19"
-"learners/setup.md" "cc1a5f2e49e41fd358e1d1218b1f823d" "site/built/setup.md" "2024-08-07"
+"learners/setup.md" "138dc9309754042f6b2ae48ef407cb03" "site/built/setup.md" "2024-08-07"
 "profiles/learner-profiles.md" "60b93493cf1da06dfd63255d73854461" "site/built/learner-profiles.md" "2024-06-19"