From c1c1285109b3c602ffe87262ce72e1273db59b96 Mon Sep 17 00:00:00 2001
From: GitHub Actions <actions@github.com>
Date: Thu, 1 Aug 2024 15:02:21 +0000
Subject: [PATCH] site deploy

Auto-generated via {sandpaper}
Source  : bb03eaea43a2d2628d6724233688cc69d8c57519
Branch  : md-outputs
Author  : GitHub Actions <actions@github.com>
Time    : 2024-08-01 15:02:02 +0000
Message : markdown source builds

Auto-generated via {sandpaper}
Source  : 6fdbf47aa7d64b642266acdfe27014426142a0bf
Branch  : main
Author  : Chris Endemann <endemann@wisc.edu>
Time    : 2024-08-01 15:01:13 +0000
Message : Update setup.md
---
 0-introduction.html                           |   2 +-
 1-preparing-to-train.html                     |   4 +-
 2-model-fitting.html                          |   2 +-
 3-model-eval-and-fairness.html                |   2 +-
 4-explainability-vs-interpretability.html     |   2 +-
 404.html                                      |   4 +-
 5a-explainable-AI-method-overview.html        |   2 +-
 5b-deep-dive-into-methods.html                |   2 +-
 5c-probes.html                                |   2 +-
 5d-gradcam.html                               |   2 +-
 6-confidence-intervals.html                   |   2 +-
 7a-OOD-detection-output-based.html            |   2 +-
 7b-OOD-detection-distance-based.html          |   2 +-
 7c-OOD-detection-algo-design.html             |   2 +-
 8-releasing-a-model.html                      |  10 +-
 CODE_OF_CONDUCT.html                          |   2 +-
 LICENSE.html                                  |   2 +-
 aio.html                                      |  14 +--
 images.html                                   |   4 +-
 index.html                                    | 113 +++++++-----------
 instructor-notes.html                         |   4 +-
 instructor/0-introduction.html                |   2 +-
 instructor/1-preparing-to-train.html          |   4 +-
 instructor/2-model-fitting.html               |   2 +-
 instructor/3-model-eval-and-fairness.html     |   2 +-
 .../4-explainability-vs-interpretability.html |   2 +-
 instructor/404.html                           |   4 +-
 .../5a-explainable-AI-method-overview.html    |   2 +-
 instructor/5b-deep-dive-into-methods.html     |   2 +-
 instructor/5c-probes.html                     |   2 +-
 instructor/5d-gradcam.html                    |   2 +-
 instructor/6-confidence-intervals.html        |   2 +-
 instructor/7a-OOD-detection-output-based.html |   2 +-
 .../7b-OOD-detection-distance-based.html      |   2 +-
 instructor/7c-OOD-detection-algo-design.html  |   2 +-
 instructor/8-releasing-a-model.html           |  10 +-
 instructor/CODE_OF_CONDUCT.html               |   2 +-
 instructor/LICENSE.html                       |   2 +-
 instructor/aio.html                           |  14 +--
 instructor/images.html                        |   4 +-
 instructor/index.html                         | 113 +++++++-----------
 instructor/instructor-notes.html              |   4 +-
 instructor/key-points.html                    |   4 +-
 instructor/profiles.html                      |   4 +-
 instructor/reference.html                     |   2 +-
 key-points.html                               |   4 +-
 md5sum.txt                                    |   2 +-
 pkgdown.yml                                   |   2 +-
 profiles.html                                 |   4 +-
 reference.html                                |   2 +-
 50 files changed, 162 insertions(+), 224 deletions(-)

diff --git a/0-introduction.html b/0-introduction.html
index c37ef8a3..7267cd77 100644
--- a/0-introduction.html
+++ b/0-introduction.html
@@ -495,7 +495,7 @@ <h3 class="card-title">Objectives</h3>
   "identifier": "https://carpentries-incubator.github.io/fair-explainable-ml/0-introduction.html",
   "dateCreated": "2023-12-05",
   "dateModified": "2024-06-19",
-  "datePublished": "2024-07-31"
+  "datePublished": "2024-08-01"
 }
 
   </script><script>
diff --git a/1-preparing-to-train.html b/1-preparing-to-train.html
index 1d896c88..5e7794ba 100644
--- a/1-preparing-to-train.html
+++ b/1-preparing-to-train.html
@@ -472,7 +472,7 @@ <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="#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">
 <p>A summary of the principles is listed below:</p>
 <ul><li>Social and clinical value: Does the social or clinical value of
@@ -831,7 +831,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries-incubator.github.io/fair-explainable-ml/1-preparing-to-train.html",
   "dateCreated": "2023-12-05",
   "dateModified": "2024-07-31",
-  "datePublished": "2024-07-31"
+  "datePublished": "2024-08-01"
 }
 
   </script><script>
diff --git a/2-model-fitting.html b/2-model-fitting.html
index 9b9d0d22..10b3c218 100644
--- a/2-model-fitting.html
+++ b/2-model-fitting.html
@@ -518,7 +518,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries-incubator.github.io/fair-explainable-ml/2-model-fitting.html",
   "dateCreated": "2023-12-05",
   "dateModified": "2024-06-19",
-  "datePublished": "2024-07-31"
+  "datePublished": "2024-08-01"
 }
 
   </script><script>
diff --git a/3-model-eval-and-fairness.html b/3-model-eval-and-fairness.html
index eba86122..8627768e 100644
--- a/3-model-eval-and-fairness.html
+++ b/3-model-eval-and-fairness.html
@@ -1421,7 +1421,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries-incubator.github.io/fair-explainable-ml/3-model-eval-and-fairness.html",
   "dateCreated": "2023-12-05",
   "dateModified": "2024-06-19",
-  "datePublished": "2024-07-31"
+  "datePublished": "2024-08-01"
 }
 
   </script><script>
diff --git a/4-explainability-vs-interpretability.html b/4-explainability-vs-interpretability.html
index bc4cddcf..3834f8c9 100644
--- a/4-explainability-vs-interpretability.html
+++ b/4-explainability-vs-interpretability.html
@@ -1058,7 +1058,7 @@ <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
   "identifier": "https://carpentries-incubator.github.io/fair-explainable-ml/4-explainability-vs-interpretability.html",
   "dateCreated": "2023-12-05",
   "dateModified": "2024-07-17",
-  "datePublished": "2024-07-31"
+  "datePublished": "2024-08-01"
 }
 
   </script><script>
diff --git a/404.html b/404.html
index 2721c28e..ca1b65ea 100644
--- a/404.html
+++ b/404.html
@@ -465,8 +465,8 @@ <h1>Page not found</h1>
   "url": "https://carpentries-incubator.github.io/fair-explainable-ml/404.html",
   "identifier": "https://carpentries-incubator.github.io/fair-explainable-ml/404.html",
   "dateCreated": "2023-12-05",
-  "dateModified": "2024-07-31",
-  "datePublished": "2024-07-31"
+  "dateModified": "2024-08-01",
+  "datePublished": "2024-08-01"
 }
 
   </script><script>
diff --git a/5a-explainable-AI-method-overview.html b/5a-explainable-AI-method-overview.html
index 6838f420..98159ad0 100644
--- a/5a-explainable-AI-method-overview.html
+++ b/5a-explainable-AI-method-overview.html
@@ -893,7 +893,7 @@ <h3 id="references-and-further-reading">References and Further Reading<a class="
   "identifier": "https://carpentries-incubator.github.io/fair-explainable-ml/5a-explainable-AI-method-overview.html",
   "dateCreated": "2023-12-05",
   "dateModified": "2024-07-10",
-  "datePublished": "2024-07-31"
+  "datePublished": "2024-08-01"
 }
 
   </script><script>
diff --git a/5b-deep-dive-into-methods.html b/5b-deep-dive-into-methods.html
index de267972..ee8d73a0 100644
--- a/5b-deep-dive-into-methods.html
+++ b/5b-deep-dive-into-methods.html
@@ -656,7 +656,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://carpentries-incubator.github.io/fair-explainable-ml/5b-deep-dive-into-methods.html",
   "dateCreated": "2023-12-05",
   "dateModified": "2024-07-31",
-  "datePublished": "2024-07-31"
+  "datePublished": "2024-08-01"
 }
 
   </script><script>
diff --git a/5c-probes.html b/5c-probes.html
index 8b5ffd3f..bdc890ad 100644
--- a/5c-probes.html
+++ b/5c-probes.html
@@ -928,7 +928,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
   "identifier": "https://carpentries-incubator.github.io/fair-explainable-ml/5c-probes.html",
   "dateCreated": "2023-12-05",
   "dateModified": "2024-07-03",
-  "datePublished": "2024-07-31"
+  "datePublished": "2024-08-01"
 }
 
   </script><script>
diff --git a/5d-gradcam.html b/5d-gradcam.html
index 5a2aeb34..f83c8f02 100644
--- a/5d-gradcam.html
+++ b/5d-gradcam.html
@@ -698,7 +698,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
   "identifier": "https://carpentries-incubator.github.io/fair-explainable-ml/5d-gradcam.html",
   "dateCreated": "2023-12-05",
   "dateModified": "2024-07-03",
-  "datePublished": "2024-07-31"
+  "datePublished": "2024-08-01"
 }
 
   </script><script>
diff --git a/6-confidence-intervals.html b/6-confidence-intervals.html
index 925cd9f1..3ae6b74c 100644
--- a/6-confidence-intervals.html
+++ b/6-confidence-intervals.html
@@ -502,7 +502,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries-incubator.github.io/fair-explainable-ml/6-confidence-intervals.html",
   "dateCreated": "2023-12-05",
   "dateModified": "2024-06-19",
-  "datePublished": "2024-07-31"
+  "datePublished": "2024-08-01"
 }
 
   </script><script>
diff --git a/7a-OOD-detection-output-based.html b/7a-OOD-detection-output-based.html
index 7112df98..fd482f04 100644
--- a/7a-OOD-detection-output-based.html
+++ b/7a-OOD-detection-output-based.html
@@ -1507,7 +1507,7 @@ <h2 id="references-and-supplemental-resources">References and supplemental resou
   "identifier": "https://carpentries-incubator.github.io/fair-explainable-ml/7a-OOD-detection-output-based.html",
   "dateCreated": "2023-12-05",
   "dateModified": "2024-07-31",
-  "datePublished": "2024-07-31"
+  "datePublished": "2024-08-01"
 }
 
   </script><script>
diff --git a/7b-OOD-detection-distance-based.html b/7b-OOD-detection-distance-based.html
index 63deab38..1fe0c20f 100644
--- a/7b-OOD-detection-distance-based.html
+++ b/7b-OOD-detection-distance-based.html
@@ -1321,7 +1321,7 @@ <h3 id="conclusion">Conclusion<a class="anchor" aria-label="anchor" href="#concl
   "identifier": "https://carpentries-incubator.github.io/fair-explainable-ml/7b-OOD-detection-distance-based.html",
   "dateCreated": "2023-12-05",
   "dateModified": "2024-07-31",
-  "datePublished": "2024-07-31"
+  "datePublished": "2024-08-01"
 }
 
   </script><script>
diff --git a/7c-OOD-detection-algo-design.html b/7c-OOD-detection-algo-design.html
index d6912cf2..1ab0497a 100644
--- a/7c-OOD-detection-algo-design.html
+++ b/7c-OOD-detection-algo-design.html
@@ -503,7 +503,7 @@ <h1 id="training-time-regularization-for-ood-detection">Training-time regulariza
   "identifier": "https://carpentries-incubator.github.io/fair-explainable-ml/7c-OOD-detection-algo-design.html",
   "dateCreated": "2023-12-05",
   "dateModified": "2024-07-31",
-  "datePublished": "2024-07-31"
+  "datePublished": "2024-08-01"
 }
 
   </script><script>
diff --git a/8-releasing-a-model.html b/8-releasing-a-model.html
index 5f16a71b..b11c8fba 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>
@@ -954,7 +954,7 @@ <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",
   "dateCreated": "2023-12-05",
   "dateModified": "2024-07-16",
-  "datePublished": "2024-07-31"
+  "datePublished": "2024-08-01"
 }
 
   </script><script>
diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index b11996f0..89db0161 100644
--- a/CODE_OF_CONDUCT.html
+++ b/CODE_OF_CONDUCT.html
@@ -471,7 +471,7 @@ <h1>Contributor Code of Conduct</h1>
   "identifier": "https://carpentries-incubator.github.io/fair-explainable-ml/CODE_OF_CONDUCT.html",
   "dateCreated": "2023-12-05",
   "dateModified": "2024-06-19",
-  "datePublished": "2024-07-31"
+  "datePublished": "2024-08-01"
 }
 
   </script><script>
diff --git a/LICENSE.html b/LICENSE.html
index ffc32199..9a6d1ef5 100644
--- a/LICENSE.html
+++ b/LICENSE.html
@@ -522,7 +522,7 @@ <h1>Licenses</h1>
   "identifier": "https://carpentries-incubator.github.io/fair-explainable-ml/LICENSE.html",
   "dateCreated": "2023-12-05",
   "dateModified": "2024-06-19",
-  "datePublished": "2024-07-31"
+  "datePublished": "2024-08-01"
 }
 
   </script><script>
diff --git a/aio.html b/aio.html
index cd39f74b..eff180dc 100644
--- a/aio.html
+++ b/aio.html
@@ -576,7 +576,7 @@ <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="#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">
 <p>A summary of the principles is listed below:</p>
 <ul>
@@ -6421,7 +6421,7 @@ <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>
@@ -6478,7 +6478,7 @@ <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>
@@ -6790,7 +6790,7 @@ <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>
@@ -6846,7 +6846,7 @@ <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>
@@ -6905,8 +6905,8 @@ <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
   "url": "https://carpentries-incubator.github.io/fair-explainable-ml/aio.html",
   "identifier": "https://carpentries-incubator.github.io/fair-explainable-ml/aio.html",
   "dateCreated": "2023-12-05",
-  "dateModified": "2024-07-31",
-  "datePublished": "2024-07-31"
+  "dateModified": "2024-08-01",
+  "datePublished": "2024-08-01"
 }
 
   </script><script>
diff --git a/images.html b/images.html
index b4abc341..eb452b29 100644
--- a/images.html
+++ b/images.html
@@ -589,8 +589,8 @@ <h3 id="5a-explainable-AI-method-overview-figure-6">Figure 6</h3>
   "url": "https://carpentries-incubator.github.io/fair-explainable-ml/images.html",
   "identifier": "https://carpentries-incubator.github.io/fair-explainable-ml/images.html",
   "dateCreated": "2023-12-05",
-  "dateModified": "2024-07-31",
-  "datePublished": "2024-07-31"
+  "dateModified": "2024-08-01",
+  "datePublished": "2024-08-01"
 }
 
   </script><script>
diff --git a/index.html b/index.html
index 0871a2bd..ac049373 100644
--- a/index.html
+++ b/index.html
@@ -561,56 +561,38 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
 </div>
 </div>
 <div class="section level3">
-<h3 id="packages">Installing the required packages<a class="anchor" aria-label="anchor" href="#packages"></a></h3>
+<h3 id="installing-the-required-packages">Installing the required packages<a class="anchor" aria-label="anchor" href="#installing-the-required-packages"></a></h3>
 <p><a href="https://docs.conda.io/projects/conda/en/latest/" class="external-link">Conda</a>
 is the package management system associated with <a href="https://anaconda.org" class="external-link">Anaconda</a> and runs on Windows, macOS and
 Linux. Conda should already be available in your system once you
 installed Anaconda successfully. Conda thus works regardless of the
 operating system.</p>
 <ol style="list-style-type: decimal"><li><p>Make sure you have an up-to-date version of Conda running. See <a href="https://docs.anaconda.com/anaconda/install/update-version/" class="external-link">these
-instructions</a> for updating Conda if required. {: .callout}</p></li>
-<li><p>To create a conda environment called <code>trustworthy_ML</code>
-with the required packages, open a terminal (Mac/Linux) or Anaconda
-prompt (Windows) and type the command:</p></li>
-</ol><div class="codewrapper sourceCode" id="cb2">
-<h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
-</h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb2-1"><a href="#cb2-1" tabindex="-1"></a><span class="ex">conda</span> create <span class="at">--name</span> trustworthy_ML python jupyter scikit-learn pandas</span></code></pre>
-</div>
-<ol start="3" style="list-style-type: decimal"><li>Activate the newly created environment:</li>
-</ol><pre><code>conda activate trustworthy_ML</code></pre>
-<ol start="4" style="list-style-type: decimal"><li>After activating your environment, install pytorch using pip
-(python’s package manager):</li>
-</ol><div class="codewrapper sourceCode" id="cb4">
-<h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
-</h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb4-1"><a href="#cb4-1" tabindex="-1"></a><span class="ex">pip</span> install torch torchvision</span></code></pre>
-</div>
-<div id="accordionSpoiler4" class="accordion spoiler-accordion accordion-flush">
-<div class="accordion-item">
-<button class="accordion-button spoiler-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSpoiler4" aria-expanded="false" aria-controls="collapseSpoiler4">
-  <h3 class="accordion-header" id="headingSpoiler4">
-  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div>
-  Troubleshooting for Macs with Apple silicon chip
-  </h3>
-</button>
-<div id="collapseSpoiler4" class="accordion-collapse collapse" aria-labelledby="headingSpoiler4" data-bs-parent="#accordionSpoiler4">
-<div class="accordion-body">
-<p>Newer Macs (from 2020 onwards) often have a different kind of chip,
-manufactured by Apple instead of Intel. This can lead to problems
-installing Tensorflow. If you get errors running the installation
-command or conda hangs endlessly, you probably <a href="https://www.youtube.com/watch?v=BEUU-icPg78" class="external-link">need to change the
-version of Anaconda you have installed</a>.</p>
-<ol style="list-style-type: decimal"><li>Uninstall Anaconda</li>
-<li>[Download the version of Anaconda for Apple
-chips][anaconda-distribution] (i.e. the version with “(M1)” in the name)
-and install it with the default settings</li>
-<li>Follow the instructions above to install the required packages</li>
+instructions</a> for updating Conda if required.</p></li>
+<li><p>Create the Conda Environment: To create a conda environment
+called <code>trustworthy_ML</code> with the required packages, open a
+terminal (Mac/Linux) or Anaconda prompt (Windows) and type the below
+command. This command creates a new conda environment named
+<code>trustworthy_ML</code> and installs the necessary packages from the
+<code>conda-forge</code> and <code>pytorch</code> channels.
+<code>sh     conda create --name trustworthy_ML python=3.9 jupyter scikit-learn pandas umap-learn pytorch torchvision torchaudio -c conda-forge -c pytorch</code></p></li>
+<li><p>Activate the Conda Environment: After creating the environment,
+activate it using the following command.
+<code>sh     conda activate trustworthy_ML</code></p></li>
+<li><p>Install <code>pytorch-ood</code> Package: Install the
+<code>pytorch-ood</code> package using <code>pip</code> since it may not
+be available through conda.
+<code>sh     pip install pytorch-ood</code></p></li>
 </ol></div>
-</div>
-</div>
-</div>
-</div>
+<div class="section level3">
+<h3 id="notes">Notes:<a class="anchor" aria-label="anchor" href="#notes"></a></h3>
+<ul><li>conda-forge Channel:
+<ul><li>
+<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></li>
+</ul></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][jupyter], a programming
@@ -623,18 +605,10 @@ <h3 id="starting-jupyter-lab">Starting Jupyter Lab<a class="anchor" aria-label="
 for details.)</p>
 <p>To start jupyter lab, open a terminal (Mac/Linux) or Anaconda prompt
 (Windows) and type the command:</p>
-<div class="codewrapper sourceCode" id="cb5">
-<h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
-</h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb5-1"><a href="#cb5-1" tabindex="-1"></a><span class="ex">jupyter</span> lab</span></code></pre>
-</div>
-<p>To start the Python interpreter without jupyter lab, open a terminal
-(Mac/Linux) or Anaconda prompt (Windows) or git bash and type the
-command:</p>
-<div class="codewrapper sourceCode" id="cb6">
+<div class="codewrapper sourceCode" id="cb2">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb6-1"><a href="#cb6-1" tabindex="-1"></a><span class="ex">python</span></span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb2-1"><a href="#cb2-1" tabindex="-1"></a><span class="ex">jupyter</span> lab</span></code></pre>
 </div>
 </div>
 <div class="section level3">
@@ -642,17 +616,17 @@ <h3 id="check-your-software-setup">Check your software setup<a class="anchor" ar
 <p>To check whether all packages installed correctly, start a jupyter
 notebook in jupyter lab as explained above. Run the following lines of
 code:</p>
-<div class="codewrapper sourceCode" id="cb7">
+<div class="codewrapper sourceCode" id="cb3">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb7-1"><a href="#cb7-1" tabindex="-1"></a><span class="im">import</span> sklearn</span>
-<span id="cb7-2"><a href="#cb7-2" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'sklearn version: '</span>, sklearn.__version__)</span>
-<span id="cb7-3"><a href="#cb7-3" tabindex="-1"></a></span>
-<span id="cb7-4"><a href="#cb7-4" tabindex="-1"></a><span class="im">import</span> pandas</span>
-<span id="cb7-5"><a href="#cb7-5" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'pandas version: '</span>, pandas.__version__)</span>
-<span id="cb7-6"><a href="#cb7-6" tabindex="-1"></a></span>
-<span id="cb7-7"><a href="#cb7-7" tabindex="-1"></a><span class="im">import</span> torch</span>
-<span id="cb7-8"><a href="#cb7-8" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'torch version: '</span>, torch.__version__)</span></code></pre>
+<pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb3-1"><a href="#cb3-1" tabindex="-1"></a><span class="im">import</span> sklearn</span>
+<span id="cb3-2"><a href="#cb3-2" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'sklearn version: '</span>, sklearn.__version__)</span>
+<span id="cb3-3"><a href="#cb3-3" tabindex="-1"></a></span>
+<span id="cb3-4"><a href="#cb3-4" tabindex="-1"></a><span class="im">import</span> pandas</span>
+<span id="cb3-5"><a href="#cb3-5" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'pandas version: '</span>, pandas.__version__)</span>
+<span id="cb3-6"><a href="#cb3-6" tabindex="-1"></a></span>
+<span id="cb3-7"><a href="#cb3-7" tabindex="-1"></a><span class="im">import</span> torch</span>
+<span id="cb3-8"><a href="#cb3-8" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'torch version: '</span>, torch.__version__)</span></code></pre>
 </div>
 <p>This should output the versions of all required packages without
 giving errors. Most versions will work fine with this lesson, but: - For
@@ -662,14 +636,9 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <div class="section level3">
 <h3 id="fallback-option-cloud-environment">Fallback option: cloud environment<a class="anchor" aria-label="anchor" href="#fallback-option-cloud-environment"></a></h3>
 <p>If a local installation does not work for you, it is also possible to
-run this lesson in <a href="https://mybinder.org/v2/gh/carpentries-incubator/deep-learning-intro/scaffolds" class="external-link">Binder
-Hub</a>. This should give you an environment with all the required
-software and data to run this lesson, nothing which is saved will be
-stored, please copy any files you want to keep. Note that if you are the
-first person to launch this in the last few days it can take several
-minutes to startup. The second person who loads it should find it loads
-in under a minute. Instructors who intend to use this option should
-start it themselves shortly before the workshop begins.</p>
+run this lesson in <a href="https://colab.research.google.com/" class="external-link">Google
+Colab</a>. Some packages may need to be installed on the fly within the
+notebook (TBD).</p>
 <!--
 Place links that you need to refer to multiple times across pages here. Delete
 any links that you are not going to use.
@@ -724,8 +693,8 @@ <h3 id="fallback-option-cloud-environment">Fallback option: cloud environment<a
   "url": "https://carpentries-incubator.github.io/fair-explainable-ml/index.html",
   "identifier": "https://carpentries-incubator.github.io/fair-explainable-ml/index.html",
   "dateCreated": "2023-12-05",
-  "dateModified": "2024-07-31",
-  "datePublished": "2024-07-31"
+  "dateModified": "2024-08-01",
+  "datePublished": "2024-08-01"
 }
 
   </script><script>
diff --git a/instructor-notes.html b/instructor-notes.html
index 3dbedaff..b5ed00d8 100644
--- a/instructor-notes.html
+++ b/instructor-notes.html
@@ -518,8 +518,8 @@ <h1>Instructor Notes</h1>
   "url": "https://carpentries-incubator.github.io/fair-explainable-ml/instructor-notes.html",
   "identifier": "https://carpentries-incubator.github.io/fair-explainable-ml/instructor-notes.html",
   "dateCreated": "2023-12-05",
-  "dateModified": "2024-07-31",
-  "datePublished": "2024-07-31"
+  "dateModified": "2024-08-01",
+  "datePublished": "2024-08-01"
 }
 
   </script><script>
diff --git a/instructor/0-introduction.html b/instructor/0-introduction.html
index 9d6970d4..423502f1 100644
--- a/instructor/0-introduction.html
+++ b/instructor/0-introduction.html
@@ -512,7 +512,7 @@ <h3 class="accordion-header" id="headingInstructor1">  <div class="note-square">
   "identifier": "https://carpentries-incubator.github.io/fair-explainable-ml/instructor/0-introduction.html",
   "dateCreated": "2023-12-05",
   "dateModified": "2024-06-19",
-  "datePublished": "2024-07-31"
+  "datePublished": "2024-08-01"
 }
 
   </script><script>
diff --git a/instructor/1-preparing-to-train.html b/instructor/1-preparing-to-train.html
index c7bf5d6c..5ec629b5 100644
--- a/instructor/1-preparing-to-train.html
+++ b/instructor/1-preparing-to-train.html
@@ -474,7 +474,7 @@ <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="#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">
 <p>A summary of the principles is listed below:</p>
 <ul><li>Social and clinical value: Does the social or clinical value of
@@ -833,7 +833,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries-incubator.github.io/fair-explainable-ml/instructor/1-preparing-to-train.html",
   "dateCreated": "2023-12-05",
   "dateModified": "2024-07-31",
-  "datePublished": "2024-07-31"
+  "datePublished": "2024-08-01"
 }
 
   </script><script>
diff --git a/instructor/2-model-fitting.html b/instructor/2-model-fitting.html
index 035081db..0a71145f 100644
--- a/instructor/2-model-fitting.html
+++ b/instructor/2-model-fitting.html
@@ -520,7 +520,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries-incubator.github.io/fair-explainable-ml/instructor/2-model-fitting.html",
   "dateCreated": "2023-12-05",
   "dateModified": "2024-06-19",
-  "datePublished": "2024-07-31"
+  "datePublished": "2024-08-01"
 }
 
   </script><script>
diff --git a/instructor/3-model-eval-and-fairness.html b/instructor/3-model-eval-and-fairness.html
index a44bf48e..fe222ee0 100644
--- a/instructor/3-model-eval-and-fairness.html
+++ b/instructor/3-model-eval-and-fairness.html
@@ -1423,7 +1423,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries-incubator.github.io/fair-explainable-ml/instructor/3-model-eval-and-fairness.html",
   "dateCreated": "2023-12-05",
   "dateModified": "2024-06-19",
-  "datePublished": "2024-07-31"
+  "datePublished": "2024-08-01"
 }
 
   </script><script>
diff --git a/instructor/4-explainability-vs-interpretability.html b/instructor/4-explainability-vs-interpretability.html
index 8fca026e..7c627ba3 100644
--- a/instructor/4-explainability-vs-interpretability.html
+++ b/instructor/4-explainability-vs-interpretability.html
@@ -1060,7 +1060,7 @@ <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
   "identifier": "https://carpentries-incubator.github.io/fair-explainable-ml/instructor/4-explainability-vs-interpretability.html",
   "dateCreated": "2023-12-05",
   "dateModified": "2024-07-17",
-  "datePublished": "2024-07-31"
+  "datePublished": "2024-08-01"
 }
 
   </script><script>
diff --git a/instructor/404.html b/instructor/404.html
index 4e67beb4..c3c974ec 100644
--- a/instructor/404.html
+++ b/instructor/404.html
@@ -465,8 +465,8 @@ <h1>Page not found</h1>
   "url": "https://carpentries-incubator.github.io/fair-explainable-ml/instructor/404.html",
   "identifier": "https://carpentries-incubator.github.io/fair-explainable-ml/instructor/404.html",
   "dateCreated": "2023-12-05",
-  "dateModified": "2024-07-31",
-  "datePublished": "2024-07-31"
+  "dateModified": "2024-08-01",
+  "datePublished": "2024-08-01"
 }
 
   </script><script>
diff --git a/instructor/5a-explainable-AI-method-overview.html b/instructor/5a-explainable-AI-method-overview.html
index 1cf04663..14321ada 100644
--- a/instructor/5a-explainable-AI-method-overview.html
+++ b/instructor/5a-explainable-AI-method-overview.html
@@ -895,7 +895,7 @@ <h3 id="references-and-further-reading">References and Further Reading<a class="
   "identifier": "https://carpentries-incubator.github.io/fair-explainable-ml/instructor/5a-explainable-AI-method-overview.html",
   "dateCreated": "2023-12-05",
   "dateModified": "2024-07-10",
-  "datePublished": "2024-07-31"
+  "datePublished": "2024-08-01"
 }
 
   </script><script>
diff --git a/instructor/5b-deep-dive-into-methods.html b/instructor/5b-deep-dive-into-methods.html
index 0eebe0c3..7587fe5f 100644
--- a/instructor/5b-deep-dive-into-methods.html
+++ b/instructor/5b-deep-dive-into-methods.html
@@ -658,7 +658,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://carpentries-incubator.github.io/fair-explainable-ml/instructor/5b-deep-dive-into-methods.html",
   "dateCreated": "2023-12-05",
   "dateModified": "2024-07-31",
-  "datePublished": "2024-07-31"
+  "datePublished": "2024-08-01"
 }
 
   </script><script>
diff --git a/instructor/5c-probes.html b/instructor/5c-probes.html
index 98fc0e15..82f512e3 100644
--- a/instructor/5c-probes.html
+++ b/instructor/5c-probes.html
@@ -930,7 +930,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
   "identifier": "https://carpentries-incubator.github.io/fair-explainable-ml/instructor/5c-probes.html",
   "dateCreated": "2023-12-05",
   "dateModified": "2024-07-03",
-  "datePublished": "2024-07-31"
+  "datePublished": "2024-08-01"
 }
 
   </script><script>
diff --git a/instructor/5d-gradcam.html b/instructor/5d-gradcam.html
index 05e091a1..d43a4494 100644
--- a/instructor/5d-gradcam.html
+++ b/instructor/5d-gradcam.html
@@ -700,7 +700,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
   "identifier": "https://carpentries-incubator.github.io/fair-explainable-ml/instructor/5d-gradcam.html",
   "dateCreated": "2023-12-05",
   "dateModified": "2024-07-03",
-  "datePublished": "2024-07-31"
+  "datePublished": "2024-08-01"
 }
 
   </script><script>
diff --git a/instructor/6-confidence-intervals.html b/instructor/6-confidence-intervals.html
index 907abb68..0ec0ef0c 100644
--- a/instructor/6-confidence-intervals.html
+++ b/instructor/6-confidence-intervals.html
@@ -504,7 +504,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries-incubator.github.io/fair-explainable-ml/instructor/6-confidence-intervals.html",
   "dateCreated": "2023-12-05",
   "dateModified": "2024-06-19",
-  "datePublished": "2024-07-31"
+  "datePublished": "2024-08-01"
 }
 
   </script><script>
diff --git a/instructor/7a-OOD-detection-output-based.html b/instructor/7a-OOD-detection-output-based.html
index df470da2..50dc6caa 100644
--- a/instructor/7a-OOD-detection-output-based.html
+++ b/instructor/7a-OOD-detection-output-based.html
@@ -1509,7 +1509,7 @@ <h2 id="references-and-supplemental-resources">References and supplemental resou
   "identifier": "https://carpentries-incubator.github.io/fair-explainable-ml/instructor/7a-OOD-detection-output-based.html",
   "dateCreated": "2023-12-05",
   "dateModified": "2024-07-31",
-  "datePublished": "2024-07-31"
+  "datePublished": "2024-08-01"
 }
 
   </script><script>
diff --git a/instructor/7b-OOD-detection-distance-based.html b/instructor/7b-OOD-detection-distance-based.html
index cc62440e..30e7164c 100644
--- a/instructor/7b-OOD-detection-distance-based.html
+++ b/instructor/7b-OOD-detection-distance-based.html
@@ -1323,7 +1323,7 @@ <h3 id="conclusion">Conclusion<a class="anchor" aria-label="anchor" href="#concl
   "identifier": "https://carpentries-incubator.github.io/fair-explainable-ml/instructor/7b-OOD-detection-distance-based.html",
   "dateCreated": "2023-12-05",
   "dateModified": "2024-07-31",
-  "datePublished": "2024-07-31"
+  "datePublished": "2024-08-01"
 }
 
   </script><script>
diff --git a/instructor/7c-OOD-detection-algo-design.html b/instructor/7c-OOD-detection-algo-design.html
index 07f43d9c..f4e2dd85 100644
--- a/instructor/7c-OOD-detection-algo-design.html
+++ b/instructor/7c-OOD-detection-algo-design.html
@@ -505,7 +505,7 @@ <h1 id="training-time-regularization-for-ood-detection">Training-time regulariza
   "identifier": "https://carpentries-incubator.github.io/fair-explainable-ml/instructor/7c-OOD-detection-algo-design.html",
   "dateCreated": "2023-12-05",
   "dateModified": "2024-07-31",
-  "datePublished": "2024-07-31"
+  "datePublished": "2024-08-01"
 }
 
   </script><script>
diff --git a/instructor/8-releasing-a-model.html b/instructor/8-releasing-a-model.html
index 41fd8384..9017a00c 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>
@@ -956,7 +956,7 @@ <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": "2024-07-16",
-  "datePublished": "2024-07-31"
+  "datePublished": "2024-08-01"
 }
 
   </script><script>
diff --git a/instructor/CODE_OF_CONDUCT.html b/instructor/CODE_OF_CONDUCT.html
index 1c8dad5e..e81b6b2c 100644
--- a/instructor/CODE_OF_CONDUCT.html
+++ b/instructor/CODE_OF_CONDUCT.html
@@ -473,7 +473,7 @@ <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": "2024-07-31"
+  "datePublished": "2024-08-01"
 }
 
   </script><script>
diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index 0d7ea50b..1a80ded3 100644
--- a/instructor/LICENSE.html
+++ b/instructor/LICENSE.html
@@ -524,7 +524,7 @@ <h1>Licenses</h1>
   "identifier": "https://carpentries-incubator.github.io/fair-explainable-ml/instructor/LICENSE.html",
   "dateCreated": "2023-12-05",
   "dateModified": "2024-06-19",
-  "datePublished": "2024-07-31"
+  "datePublished": "2024-08-01"
 }
 
   </script><script>
diff --git a/instructor/aio.html b/instructor/aio.html
index 5742dc58..6184a40d 100644
--- a/instructor/aio.html
+++ b/instructor/aio.html
@@ -595,7 +595,7 @@ <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="#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">
 <p>A summary of the principles is listed below:</p>
 <ul>
@@ -6452,7 +6452,7 @@ <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>
@@ -6509,7 +6509,7 @@ <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>
@@ -6821,7 +6821,7 @@ <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>
@@ -6877,7 +6877,7 @@ <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>
@@ -6936,8 +6936,8 @@ <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": "2024-07-31",
-  "datePublished": "2024-07-31"
+  "dateModified": "2024-08-01",
+  "datePublished": "2024-08-01"
 }
 
   </script><script>
diff --git a/instructor/images.html b/instructor/images.html
index 6f23310d..e8dc457f 100644
--- a/instructor/images.html
+++ b/instructor/images.html
@@ -591,8 +591,8 @@ <h3 id="5a-explainable-AI-method-overview-figure-6">Figure 6</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": "2024-07-31",
-  "datePublished": "2024-07-31"
+  "dateModified": "2024-08-01",
+  "datePublished": "2024-08-01"
 }
 
   </script><script>
diff --git a/instructor/index.html b/instructor/index.html
index abe90dd7..9980b796 100644
--- a/instructor/index.html
+++ b/instructor/index.html
@@ -750,56 +750,38 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
 </div>
 </div>
 <div class="section level3">
-<h3 id="packages">Installing the required packages<a class="anchor" aria-label="anchor" href="#packages"></a></h3>
+<h3 id="installing-the-required-packages">Installing the required packages<a class="anchor" aria-label="anchor" href="#installing-the-required-packages"></a></h3>
 <p><a href="https://docs.conda.io/projects/conda/en/latest/" class="external-link">Conda</a>
 is the package management system associated with <a href="https://anaconda.org" class="external-link">Anaconda</a> and runs on Windows, macOS and
 Linux. Conda should already be available in your system once you
 installed Anaconda successfully. Conda thus works regardless of the
 operating system.</p>
 <ol style="list-style-type: decimal"><li><p>Make sure you have an up-to-date version of Conda running. See <a href="https://docs.anaconda.com/anaconda/install/update-version/" class="external-link">these
-instructions</a> for updating Conda if required. {: .callout}</p></li>
-<li><p>To create a conda environment called <code>trustworthy_ML</code>
-with the required packages, open a terminal (Mac/Linux) or Anaconda
-prompt (Windows) and type the command:</p></li>
-</ol><div class="codewrapper sourceCode" id="cb2">
-<h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
-</h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb2-1"><a href="#cb2-1" tabindex="-1"></a><span class="ex">conda</span> create <span class="at">--name</span> trustworthy_ML python jupyter scikit-learn pandas</span></code></pre>
-</div>
-<ol start="3" style="list-style-type: decimal"><li>Activate the newly created environment:</li>
-</ol><pre><code>conda activate trustworthy_ML</code></pre>
-<ol start="4" style="list-style-type: decimal"><li>After activating your environment, install pytorch using pip
-(python’s package manager):</li>
-</ol><div class="codewrapper sourceCode" id="cb4">
-<h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
-</h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb4-1"><a href="#cb4-1" tabindex="-1"></a><span class="ex">pip</span> install torch torchvision</span></code></pre>
-</div>
-<div id="accordionSpoiler4" class="accordion spoiler-accordion accordion-flush">
-<div class="accordion-item">
-<button class="accordion-button spoiler-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSpoiler4" aria-expanded="false" aria-controls="collapseSpoiler4">
-  <h3 class="accordion-header" id="headingSpoiler4">
-  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div>
-  Troubleshooting for Macs with Apple silicon chip
-  </h3>
-</button>
-<div id="collapseSpoiler4" class="accordion-collapse collapse" aria-labelledby="headingSpoiler4" data-bs-parent="#accordionSpoiler4">
-<div class="accordion-body">
-<p>Newer Macs (from 2020 onwards) often have a different kind of chip,
-manufactured by Apple instead of Intel. This can lead to problems
-installing Tensorflow. If you get errors running the installation
-command or conda hangs endlessly, you probably <a href="https://www.youtube.com/watch?v=BEUU-icPg78" class="external-link">need to change the
-version of Anaconda you have installed</a>.</p>
-<ol style="list-style-type: decimal"><li>Uninstall Anaconda</li>
-<li>[Download the version of Anaconda for Apple
-chips][anaconda-distribution] (i.e. the version with “(M1)” in the name)
-and install it with the default settings</li>
-<li>Follow the instructions above to install the required packages</li>
+instructions</a> for updating Conda if required.</p></li>
+<li><p>Create the Conda Environment: To create a conda environment
+called <code>trustworthy_ML</code> with the required packages, open a
+terminal (Mac/Linux) or Anaconda prompt (Windows) and type the below
+command. This command creates a new conda environment named
+<code>trustworthy_ML</code> and installs the necessary packages from the
+<code>conda-forge</code> and <code>pytorch</code> channels.
+<code>sh     conda create --name trustworthy_ML python=3.9 jupyter scikit-learn pandas umap-learn pytorch torchvision torchaudio -c conda-forge -c pytorch</code></p></li>
+<li><p>Activate the Conda Environment: After creating the environment,
+activate it using the following command.
+<code>sh     conda activate trustworthy_ML</code></p></li>
+<li><p>Install <code>pytorch-ood</code> Package: Install the
+<code>pytorch-ood</code> package using <code>pip</code> since it may not
+be available through conda.
+<code>sh     pip install pytorch-ood</code></p></li>
 </ol></div>
-</div>
-</div>
-</div>
-</div>
+<div class="section level3">
+<h3 id="notes">Notes:<a class="anchor" aria-label="anchor" href="#notes"></a></h3>
+<ul><li>conda-forge Channel:
+<ul><li>
+<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></li>
+</ul></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][jupyter], a programming
@@ -812,18 +794,10 @@ <h3 id="starting-jupyter-lab">Starting Jupyter Lab<a class="anchor" aria-label="
 for details.)</p>
 <p>To start jupyter lab, open a terminal (Mac/Linux) or Anaconda prompt
 (Windows) and type the command:</p>
-<div class="codewrapper sourceCode" id="cb5">
-<h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
-</h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb5-1"><a href="#cb5-1" tabindex="-1"></a><span class="ex">jupyter</span> lab</span></code></pre>
-</div>
-<p>To start the Python interpreter without jupyter lab, open a terminal
-(Mac/Linux) or Anaconda prompt (Windows) or git bash and type the
-command:</p>
-<div class="codewrapper sourceCode" id="cb6">
+<div class="codewrapper sourceCode" id="cb2">
 <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb6-1"><a href="#cb6-1" tabindex="-1"></a><span class="ex">python</span></span></code></pre>
+<pre class="sourceCode bash" tabindex="0"><code class="sourceCode bash"><span id="cb2-1"><a href="#cb2-1" tabindex="-1"></a><span class="ex">jupyter</span> lab</span></code></pre>
 </div>
 </div>
 <div class="section level3">
@@ -831,17 +805,17 @@ <h3 id="check-your-software-setup">Check your software setup<a class="anchor" ar
 <p>To check whether all packages installed correctly, start a jupyter
 notebook in jupyter lab as explained above. Run the following lines of
 code:</p>
-<div class="codewrapper sourceCode" id="cb7">
+<div class="codewrapper sourceCode" id="cb3">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
-<pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb7-1"><a href="#cb7-1" tabindex="-1"></a><span class="im">import</span> sklearn</span>
-<span id="cb7-2"><a href="#cb7-2" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'sklearn version: '</span>, sklearn.__version__)</span>
-<span id="cb7-3"><a href="#cb7-3" tabindex="-1"></a></span>
-<span id="cb7-4"><a href="#cb7-4" tabindex="-1"></a><span class="im">import</span> pandas</span>
-<span id="cb7-5"><a href="#cb7-5" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'pandas version: '</span>, pandas.__version__)</span>
-<span id="cb7-6"><a href="#cb7-6" tabindex="-1"></a></span>
-<span id="cb7-7"><a href="#cb7-7" tabindex="-1"></a><span class="im">import</span> torch</span>
-<span id="cb7-8"><a href="#cb7-8" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'torch version: '</span>, torch.__version__)</span></code></pre>
+<pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb3-1"><a href="#cb3-1" tabindex="-1"></a><span class="im">import</span> sklearn</span>
+<span id="cb3-2"><a href="#cb3-2" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'sklearn version: '</span>, sklearn.__version__)</span>
+<span id="cb3-3"><a href="#cb3-3" tabindex="-1"></a></span>
+<span id="cb3-4"><a href="#cb3-4" tabindex="-1"></a><span class="im">import</span> pandas</span>
+<span id="cb3-5"><a href="#cb3-5" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'pandas version: '</span>, pandas.__version__)</span>
+<span id="cb3-6"><a href="#cb3-6" tabindex="-1"></a></span>
+<span id="cb3-7"><a href="#cb3-7" tabindex="-1"></a><span class="im">import</span> torch</span>
+<span id="cb3-8"><a href="#cb3-8" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'torch version: '</span>, torch.__version__)</span></code></pre>
 </div>
 <p>This should output the versions of all required packages without
 giving errors. Most versions will work fine with this lesson, but: - For
@@ -851,14 +825,9 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <div class="section level3">
 <h3 id="fallback-option-cloud-environment">Fallback option: cloud environment<a class="anchor" aria-label="anchor" href="#fallback-option-cloud-environment"></a></h3>
 <p>If a local installation does not work for you, it is also possible to
-run this lesson in <a href="https://mybinder.org/v2/gh/carpentries-incubator/deep-learning-intro/scaffolds" class="external-link">Binder
-Hub</a>. This should give you an environment with all the required
-software and data to run this lesson, nothing which is saved will be
-stored, please copy any files you want to keep. Note that if you are the
-first person to launch this in the last few days it can take several
-minutes to startup. The second person who loads it should find it loads
-in under a minute. Instructors who intend to use this option should
-start it themselves shortly before the workshop begins.</p>
+run this lesson in <a href="https://colab.research.google.com/" class="external-link">Google
+Colab</a>. Some packages may need to be installed on the fly within the
+notebook (TBD).</p>
 <!--
 Place links that you need to refer to multiple times across pages here. Delete
 any links that you are not going to use.
@@ -913,8 +882,8 @@ <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": "2024-07-31",
-  "datePublished": "2024-07-31"
+  "dateModified": "2024-08-01",
+  "datePublished": "2024-08-01"
 }
 
   </script><script>
diff --git a/instructor/instructor-notes.html b/instructor/instructor-notes.html
index 6ea49e70..da96ba9b 100644
--- a/instructor/instructor-notes.html
+++ b/instructor/instructor-notes.html
@@ -542,8 +542,8 @@ <h3 id="0-introduction-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": "2024-07-31",
-  "datePublished": "2024-07-31"
+  "dateModified": "2024-08-01",
+  "datePublished": "2024-08-01"
 }
 
   </script><script>
diff --git a/instructor/key-points.html b/instructor/key-points.html
index 3682e1cb..87c0d25f 100644
--- a/instructor/key-points.html
+++ b/instructor/key-points.html
@@ -601,8 +601,8 @@ <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": "2024-07-31",
-  "datePublished": "2024-07-31"
+  "dateModified": "2024-08-01",
+  "datePublished": "2024-08-01"
 }
 
   </script><script>
diff --git a/instructor/profiles.html b/instructor/profiles.html
index 78804666..ac4e89e5 100644
--- a/instructor/profiles.html
+++ b/instructor/profiles.html
@@ -424,8 +424,8 @@ <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": "2024-07-31",
-  "datePublished": "2024-07-31"
+  "dateModified": "2024-08-01",
+  "datePublished": "2024-08-01"
 }
 
   </script><script>
diff --git a/instructor/reference.html b/instructor/reference.html
index 2227e551..5f983f53 100644
--- a/instructor/reference.html
+++ b/instructor/reference.html
@@ -466,7 +466,7 @@ <h1>Reference</h1>
   "identifier": "https://carpentries-incubator.github.io/fair-explainable-ml/instructor/reference.html",
   "dateCreated": "2023-12-05",
   "dateModified": "2024-06-19",
-  "datePublished": "2024-07-31"
+  "datePublished": "2024-08-01"
 }
 
   </script><script>
diff --git a/key-points.html b/key-points.html
index 29af39e3..0fa1bd32 100644
--- a/key-points.html
+++ b/key-points.html
@@ -599,8 +599,8 @@ <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": "2024-07-31",
-  "datePublished": "2024-07-31"
+  "dateModified": "2024-08-01",
+  "datePublished": "2024-08-01"
 }
 
   </script><script>
diff --git a/md5sum.txt b/md5sum.txt
index e9e9a42e..fbee549c 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" "1ea6f301a047b9ec694cc02412449b1e" "site/built/setup.md" "2024-07-10"
+"learners/setup.md" "34962ada6d5fc457f5cefca7c3ce5375" "site/built/setup.md" "2024-08-01"
 "profiles/learner-profiles.md" "60b93493cf1da06dfd63255d73854461" "site/built/learner-profiles.md" "2024-06-19"
diff --git a/pkgdown.yml b/pkgdown.yml
index b2c7416a..805b87d6 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -2,4 +2,4 @@ pandoc: 3.1.11
 pkgdown: 2.1.0
 pkgdown_sha: ~
 articles: {}
-last_built: 2024-07-31T22:03Z
+last_built: 2024-08-01T15:02Z
diff --git a/profiles.html b/profiles.html
index 07b4b4cb..6c1206f5 100644
--- a/profiles.html
+++ b/profiles.html
@@ -424,8 +424,8 @@ <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": "2024-07-31",
-  "datePublished": "2024-07-31"
+  "dateModified": "2024-08-01",
+  "datePublished": "2024-08-01"
 }
 
   </script><script>
diff --git a/reference.html b/reference.html
index c5282c3e..53c35f8e 100644
--- a/reference.html
+++ b/reference.html
@@ -464,7 +464,7 @@ <h1>Reference</h1>
   "identifier": "https://carpentries-incubator.github.io/fair-explainable-ml/reference.html",
   "dateCreated": "2023-12-05",
   "dateModified": "2024-06-19",
-  "datePublished": "2024-07-31"
+  "datePublished": "2024-08-01"
 }
 
   </script><script>