diff --git a/01-introduction.html b/01-introduction.html
index cdaa78a4..b50c8622 100644
--- a/01-introduction.html
+++ b/01-introduction.html
@@ -514,7 +514,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <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">Output</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">
 <div class="codewrapper">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -854,7 +854,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://.github.io/github.com/01-introduction.html",
   "dateCreated": "2023-05-03",
   "dateModified": "2024-02-14",
-  "datePublished": "2024-02-20"
+  "datePublished": "2024-02-23"
 }
 
   </script><script>
diff --git a/02-image-data.html b/02-image-data.html
index af902f32..f18b1db8 100644
--- a/02-image-data.html
+++ b/02-image-data.html
@@ -1084,7 +1084,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://.github.io/github.com/02-image-data.html",
   "dateCreated": "2023-05-03",
   "dateModified": "2024-02-09",
-  "datePublished": "2024-02-20"
+  "datePublished": "2024-02-23"
 }
 
   </script><script>
diff --git a/03-build-cnn.html b/03-build-cnn.html
index 925f369b..073d6d5d 100644
--- a/03-build-cnn.html
+++ b/03-build-cnn.html
@@ -922,7 +922,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://.github.io/github.com/03-build-cnn.html",
   "dateCreated": "2023-05-03",
   "dateModified": "2024-02-09",
-  "datePublished": "2024-02-20"
+  "datePublished": "2024-02-23"
 }
 
   </script><script>
diff --git a/04-fit-cnn.html b/04-fit-cnn.html
index 36f87dc6..2c8aa2fd 100644
--- a/04-fit-cnn.html
+++ b/04-fit-cnn.html
@@ -403,7 +403,7 @@ <h4 id="optimizer">Optimizer<a class="anchor" aria-label="anchor" href="#optimiz
   <h3 class="accordion-header" id="headingSpoiler1">
 <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div>WANT TO KNOW MORE: Learning Rate</h3>
 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
 <div class="accordion-body">
 <p>ChatGPT</p>
 <p><strong>Learning rate</strong> is a hyperparameter that determines
@@ -502,7 +502,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
   <h3 class="accordion-header" id="headingSpoiler2">
 <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div>WANT TO KNOW MORE: Batch size</h3>
 </button>
-<div id="collapseSpoiler2" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler2" aria-labelledby="headingSpoiler2">
+<div id="collapseSpoiler2" class="accordion-collapse collapse" aria-labelledby="headingSpoiler2" data-bs-parent="#accordionSpoiler2">
 <div class="accordion-body">
 <p>ChatGPT</p>
 <p>The choice of batch size can have various implications, and there are
@@ -588,7 +588,7 @@ <h3 class="callout-title">Inspect the Training Curve<a class="anchor" aria-label
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1">Show me the solution</h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <ol style="list-style-type: decimal"><li>The loss curve should drop quite quickly in a smooth line with
 little jitter. The accuracy should increase quite quickly in a smooth
@@ -630,7 +630,7 @@ <h4 class="accordion-header" id="headingSolution1">Show me the solution</h4>
   <h3 class="accordion-header" id="headingSpoiler3">
 <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div>WANT TO KNOW MORE: What is underfitting?</h3>
 </button>
-<div id="collapseSpoiler3" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler3" aria-labelledby="headingSpoiler3">
+<div id="collapseSpoiler3" class="accordion-collapse collapse" aria-labelledby="headingSpoiler3" data-bs-parent="#accordionSpoiler3">
 <div class="accordion-body">
 <p>Underfitting occurs when the model is too simple or lacks the
 capacity to capture the underlying patterns and relationships present in
@@ -804,7 +804,7 @@ <h3 class="callout-title">Does adding a Dropout Layer improve our
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2">Show me the solution</h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb9">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -856,7 +856,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
   <h3 class="accordion-header" id="headingSpoiler4">
 <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div>WANT TO KNOW MORE: Regularization methods for Convolutional Neural Networks (CNNs)</h3>
 </button>
-<div id="collapseSpoiler4" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler4" aria-labelledby="headingSpoiler4">
+<div id="collapseSpoiler4" class="accordion-collapse collapse" aria-labelledby="headingSpoiler4" data-bs-parent="#accordionSpoiler4">
 <div class="accordion-body">
 <p>ChatGPT</p>
 <p><strong>Regularization</strong> methods introduce constraints or
@@ -1000,7 +1000,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://.github.io/github.com/04-fit-cnn.html",
   "dateCreated": "2023-05-03",
   "dateModified": "2024-02-08",
-  "datePublished": "2024-02-20"
+  "datePublished": "2024-02-23"
 }
 
   </script><script>
diff --git a/05-evaluate-predict-cnn.html b/05-evaluate-predict-cnn.html
index 09ae7249..8c250cc9 100644
--- a/05-evaluate-predict-cnn.html
+++ b/05-evaluate-predict-cnn.html
@@ -382,7 +382,7 @@ <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" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <p>It depends! Recall in an <a href="02-image-data.html">Episode 02
 Introduction to Image Data</a> Callout we talked about the different
@@ -548,7 +548,7 @@ <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="#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>Q1. The confusion matrix illustrates that the predictions are not bad
 but can be improved.</p>
@@ -622,7 +622,7 @@ <h3 class="callout-title">Tune Dropout Rate using a For Loop<a class="anchor" ar
 <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>Q1. Varying the dropout rate</p>
 <p>The code below instantiates and trains a model with varying dropout
@@ -739,7 +739,7 @@ <h3 class="callout-title">Tune Optimizer using Grid Search<a class="anchor" aria
 <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>First, we will define a <strong>build function</strong> to use during
 GridSearch. This function will compile the model for each combination of
@@ -879,7 +879,7 @@ <h3 id="how-do-you-know-what-activation-function-to-choose">How do you know what
 <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>The code below serves as a practical means for exploring activation
 performance on an image dataset.</p>
@@ -975,7 +975,7 @@ <h3 class="callout-title">Open question: What could be next steps to
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution6" aria-expanded="false" aria-controls="collapseSolution6">
   <h4 class="accordion-header" id="headingSolution6">Show me the solution</h4>
 </button>
-<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
+<div id="collapseSolution6" class="accordion-collapse collapse" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
 <div class="accordion-body">
 <p>This is an open question.</p>
 <p>Regarding the model architecture:</p>
@@ -1082,7 +1082,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://.github.io/github.com/05-evaluate-predict-cnn.html",
   "dateCreated": "2023-05-03",
   "dateModified": "2024-02-13",
-  "datePublished": "2024-02-20"
+  "datePublished": "2024-02-23"
 }
 
   </script><script>
diff --git a/06-conclusion.html b/06-conclusion.html
index 3fc4022f..d888f070 100644
--- a/06-conclusion.html
+++ b/06-conclusion.html
@@ -578,7 +578,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://.github.io/github.com/06-conclusion.html",
   "dateCreated": "2023-05-03",
   "dateModified": "2024-02-13",
-  "datePublished": "2024-02-20"
+  "datePublished": "2024-02-23"
 }
 
   </script><script>
diff --git a/404.html b/404.html
index 41d759b7..84a78932 100644
--- a/404.html
+++ b/404.html
@@ -329,8 +329,8 @@ <h1>Page not found</h1>
   "url": "https://.github.io/github.com/404.html",
   "identifier": "https://.github.io/github.com/404.html",
   "dateCreated": "2023-05-03",
-  "dateModified": "2024-02-20",
-  "datePublished": "2024-02-20"
+  "dateModified": "2024-02-23",
+  "datePublished": "2024-02-23"
 }
 
   </script><script>
diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index a8d76c14..0fa0dc8c 100644
--- a/CODE_OF_CONDUCT.html
+++ b/CODE_OF_CONDUCT.html
@@ -349,7 +349,7 @@ <h1>Contributor Code of Conduct</h1>
   "identifier": "https://.github.io/github.com/CODE_OF_CONDUCT.html",
   "dateCreated": "2023-05-03",
   "dateModified": "2023-08-22",
-  "datePublished": "2024-02-20"
+  "datePublished": "2024-02-23"
 }
 
   </script><script>
diff --git a/LICENSE.html b/LICENSE.html
index b09da013..f584ac2a 100644
--- a/LICENSE.html
+++ b/LICENSE.html
@@ -400,7 +400,7 @@ <h1>Licenses</h1>
   "identifier": "https://.github.io/github.com/LICENSE.html",
   "dateCreated": "2023-05-03",
   "dateModified": "2023-08-22",
-  "datePublished": "2024-02-20"
+  "datePublished": "2024-02-23"
 }
 
   </script><script>
diff --git a/aio.html b/aio.html
index 59dd57d0..f0d4ce38 100644
--- a/aio.html
+++ b/aio.html
@@ -318,7 +318,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
         
 <section id="aio-setup-gpu"><p>Content from <a href="setup-gpu.html">Setup - GPU</a></p>
 <hr>
-<p>Last updated on 2024-02-19 |
+<p>Last updated on 2024-02-23 |
         
         <a href="https://https://github.com/erinmgraham/icwithcnn/edit/main/episodes/setup-gpu.html" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
@@ -371,7 +371,7 @@ <h3 class="callout-title">Install Python using Anaconda<a class="anchor" aria-la
 <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">Windows</h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <p>Check out the <a href="https://www.youtube.com/watch?v=xxQ0mzZ8UvA" class="external-link">Windows - Video
 tutorial</a> or:</p>
@@ -393,7 +393,7 @@ <h4 class="accordion-header" id="headingSolution1">Windows</h4>
 <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">MacOS</h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p>Check out the <a href="https://www.youtube.com/watch?v=TcSAln46u9U" class="external-link">Mac OS X - Video
 tutorial</a> or:</p>
@@ -413,7 +413,7 @@ <h4 class="accordion-header" id="headingSolution2">MacOS</h4>
 <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">Linux</h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <p>Note the following installation steps require you to work from the
 shell. If you run into any difficulties, please request help before the
@@ -474,9 +474,17 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
 inside of, and ‘base’ is the name given to the default environment
 included with every Anaconda distribution.</p>
 <p>To create a new environment for this lesson, the command starts with
-the conda keywords <code>conda create</code>, followed by a name for the
-new environment and the package(s) to install:</p>
-<pre class="code"><code>(base) C:\Users\Lab&gt; conda create --name cnn_workshop_gpu python=3.9 spyder seaborn  scikit-learn pandas</code></pre>
+the conda keywords <code>conda create</code>. This command can be
+followed by a name for the new environment and the package(s) to install
+but to make things easier, inside the script download folder, we have
+given you an environment.yml file to use instead. (See download link
+below if you haven’t already.)</p>
+<pre class="code"><code>(base) C:\Users\Lab&gt; conda env create --file cnn_workshop_gpu_environment.yml</code></pre>
+<p>If the yml is not in your current directory, you can specify the full
+path to the file, eg:</p>
+<pre class="code"><code>(base) C:\Users\Lab&gt; conda env create --file C:\Users\Lab\intro-image-classification-cnn\files\cnn_workshop_gpu_environment.yml</code></pre>
+<p>Be patient because it might take a while (15-20 min) for conda to
+work out all of the dependencies.</p>
 <p>After the environment is created we tell Anaconda to use the new
 environment with the conda keywords <code>conda activate</code> followed
 by the environment name:</p>
@@ -496,8 +504,7 @@ <h3 class="callout-title">Callout<a class="anchor" aria-label="anchor" href="#ca
 hardware, system, and software necessary for GPU support. Here we are
 following the <a href="https://www.tensorflow.org/install/pip#windows-native_1" class="external-link">Windows
 TensorFlow installation instructions</a> starting at <strong>Step 5. GPU
-setup</strong> but using Anaconda instead of Miniconda. Specific
-instructions can also be found there for <a href="https://www.tensorflow.org/install/pip#macos_1" class="external-link">MacOS</a> and <a href="https://www.tensorflow.org/install/pip#linux_1" class="external-link">Linux</a>
+setup</strong>. Specific instructions can also be found there for <a href="https://www.tensorflow.org/install/pip#macos_1" class="external-link">MacOS</a> and <a href="https://www.tensorflow.org/install/pip#linux_1" class="external-link">Linux</a>
 environments.</p>
 </div>
 </div>
@@ -515,7 +522,7 @@ <h3 id="nvidia-gpu">NVIDIA GPU<a class="anchor" aria-label="anchor" href="#nvidi
   <h3 class="accordion-header" id="headingSpoiler1">
 <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div>AMD GPU</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>First install AMD GPU driver [<a href="https://www.amd.com/en/support" class="external-link uri">https://www.amd.com/en/support</a>] if you have not.</p>
 <p>TODO Finish these instructions</p>
@@ -523,19 +530,6 @@ <h3 class="accordion-header" id="headingSpoiler1">
 </div>
 </div>
 </div>
-<p>There are two other packages we could not install when we created the
-environment, <code>tensorflow</code> and <code>scikeras</code>.</p>
-<p>To install these two packages we use a different package manager
-called <code>pip</code>.</p>
-<p><a href="" title="https://pip.pypa.io/en/stable/">pip</a> is the
-package management system for Python software packages. It is integrated
-into your local Python installation and runs regardless of your
-operating system too.</p>
-<pre class="code"><code>(cnn_workshop_gpu) C:\Users\Lab&gt;pip install --upgrade pip
-
-# Anything above 2.10 is not supported on the GPU on Windows Native
-(cnn_workshop_gpu) C:\Users\Lab&gt;pip install "tensorflow&lt;2.11"
-(cnn_workshop_gpu) C:\Users\Lab&gt;pip install scikeras</code></pre>
 </div>
 </section><section id="start-spyder"><h2 class="section-heading">Start Spyder<a class="anchor" aria-label="anchor" href="#start-spyder"></a>
 </h2>
@@ -556,26 +550,37 @@ <h3 class="accordion-header" id="headingSpoiler1">
 <div class="codewrapper sourceCode" id="cb7">
 <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" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> sklearn</span>
-<span id="cb7-2"><a href="#cb7-2" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'sklearn version: '</span>, sklearn.__version__)</span>
+<pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb7-1"><a href="#cb7-1" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> matplotlib</span>
+<span id="cb7-2"><a href="#cb7-2" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'matplotlib version: '</span>, matplotlib.__version__)</span>
 <span id="cb7-3"><a href="#cb7-3" aria-hidden="true" tabindex="-1"></a></span>
-<span id="cb7-4"><a href="#cb7-4" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> seaborn</span>
-<span id="cb7-5"><a href="#cb7-5" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'seaborn version: '</span>, seaborn.__version__)</span>
+<span id="cb7-4"><a href="#cb7-4" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> numpy</span>
+<span id="cb7-5"><a href="#cb7-5" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'numpy version: '</span>, numpy.__version__)</span>
 <span id="cb7-6"><a href="#cb7-6" aria-hidden="true" tabindex="-1"></a></span>
 <span id="cb7-7"><a href="#cb7-7" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> pandas</span>
 <span id="cb7-8"><a href="#cb7-8" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'pandas version: '</span>, pandas.__version__)</span>
 <span id="cb7-9"><a href="#cb7-9" aria-hidden="true" tabindex="-1"></a></span>
-<span id="cb7-10"><a href="#cb7-10" aria-hidden="true" tabindex="-1"></a><span class="im">from</span> tensorflow <span class="im">import</span> keras</span>
-<span id="cb7-11"><a href="#cb7-11" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'Keras version: '</span>, keras.__version__)</span>
+<span id="cb7-10"><a href="#cb7-10" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> seaborn</span>
+<span id="cb7-11"><a href="#cb7-11" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'seaborn version: '</span>, seaborn.__version__)</span>
 <span id="cb7-12"><a href="#cb7-12" aria-hidden="true" tabindex="-1"></a></span>
-<span id="cb7-13"><a href="#cb7-13" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> tensorflow</span>
-<span id="cb7-14"><a href="#cb7-14" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'Tensorflow version: '</span>, tensorflow.__version__)</span></code></pre>
-</div>
-</section><section id="download-the-scripts-and-model-outputs"><h2 class="section-heading">Download the scripts and model outputs<a class="anchor" aria-label="anchor" href="#download-the-scripts-and-model-outputs"></a>
+<span id="cb7-13"><a href="#cb7-13" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> sklearn</span>
+<span id="cb7-14"><a href="#cb7-14" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'sklearn version: '</span>, sklearn.__version__)</span>
+<span id="cb7-15"><a href="#cb7-15" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb7-16"><a href="#cb7-16" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> scikeras</span>
+<span id="cb7-17"><a href="#cb7-17" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'scikeras version: '</span>, scikeras.__version__)</span>
+<span id="cb7-18"><a href="#cb7-18" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb7-19"><a href="#cb7-19" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> tensorflow</span>
+<span id="cb7-20"><a href="#cb7-20" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'Tensorflow version: '</span>, tensorflow.__version__)</span>
+<span id="cb7-21"><a href="#cb7-21" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb7-22"><a href="#cb7-22" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">"Num GPUs Available: "</span>, <span class="bu">len</span>(tensorflow.config.experimental.list_physical_devices(<span class="st">'GPU'</span>)))</span></code></pre>
+</div>
+<p>This should output the versions of all required packages without
+giving errors and well as the number of GPU’s tensorflow has
+detected.</p>
+</section><section id="download-the-scripts-files-and-model-outputs"><h2 class="section-heading">Download the scripts, files and model outputs<a class="anchor" aria-label="anchor" href="#download-the-scripts-files-and-model-outputs"></a>
 </h2>
 <hr class="half-width">
-<p>Download the <a href="https://drive.google.com/file/d/1SpcusVYomhukFKWuUcK7LwF7RtrKB8Z_/view?usp=drive_link" class="external-link">script
-files and model outputs</a>.</p>
+<p>Download the <a href="https://drive.google.com/file/d/1SpcusVYomhukFKWuUcK7LwF7RtrKB8Z_/view?usp=drive_link" class="external-link">scripts,
+files, and model outputs</a>.</p>
 </section><section id="get-the-data"><h2 class="section-heading">Get the data<a class="anchor" aria-label="anchor" href="#get-the-data"></a>
 </h2>
 <hr class="half-width">
@@ -833,7 +838,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <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">Output</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">
 <div class="codewrapper">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -2707,7 +2712,7 @@ <h4 id="optimizer">Optimizer<a class="anchor" aria-label="anchor" href="#optimiz
   <h3 class="accordion-header" id="headingSpoiler1">
 <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div>WANT TO KNOW MORE: Learning Rate</h3>
 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
 <div class="accordion-body">
 <p>ChatGPT</p>
 <p><strong>Learning rate</strong> is a hyperparameter that determines
@@ -2808,7 +2813,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
   <h3 class="accordion-header" id="headingSpoiler2">
 <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div>WANT TO KNOW MORE: Batch size</h3>
 </button>
-<div id="collapseSpoiler2" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler2" aria-labelledby="headingSpoiler2">
+<div id="collapseSpoiler2" class="accordion-collapse collapse" aria-labelledby="headingSpoiler2" data-bs-parent="#accordionSpoiler2">
 <div class="accordion-body">
 <p>ChatGPT</p>
 <p>The choice of batch size can have various implications, and there are
@@ -2901,7 +2906,7 @@ <h3 class="callout-title">Inspect the Training Curve<a class="anchor" aria-label
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1">Show me the solution</h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <ol style="list-style-type: decimal">
 <li>The loss curve should drop quite quickly in a smooth line with
@@ -2949,7 +2954,7 @@ <h4 class="accordion-header" id="headingSolution1">Show me the solution</h4>
   <h3 class="accordion-header" id="headingSpoiler3">
 <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div>WANT TO KNOW MORE: What is underfitting?</h3>
 </button>
-<div id="collapseSpoiler3" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler3" aria-labelledby="headingSpoiler3">
+<div id="collapseSpoiler3" class="accordion-collapse collapse" aria-labelledby="headingSpoiler3" data-bs-parent="#accordionSpoiler3">
 <div class="accordion-body">
 <p>Underfitting occurs when the model is too simple or lacks the
 capacity to capture the underlying patterns and relationships present in
@@ -3129,7 +3134,7 @@ <h3 class="callout-title">Does adding a Dropout Layer improve our
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2">Show me the solution</h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb9">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -3181,7 +3186,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
   <h3 class="accordion-header" id="headingSpoiler4">
 <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div>WANT TO KNOW MORE: Regularization methods for Convolutional Neural Networks (CNNs)</h3>
 </button>
-<div id="collapseSpoiler4" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler4" aria-labelledby="headingSpoiler4">
+<div id="collapseSpoiler4" class="accordion-collapse collapse" aria-labelledby="headingSpoiler4" data-bs-parent="#accordionSpoiler4">
 <div class="accordion-body">
 <p>ChatGPT</p>
 <p><strong>Regularization</strong> methods introduce constraints or
@@ -3390,7 +3395,7 @@ <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" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <p>It depends! Recall in an <a href="02-image-data.html">Episode 02
 Introduction to Image Data</a> Callout we talked about the different
@@ -3561,7 +3566,7 @@ <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="#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>Q1. The confusion matrix illustrates that the predictions are not bad
 but can be improved.</p>
@@ -3651,7 +3656,7 @@ <h3 class="callout-title">Tune Dropout Rate using a For Loop<a class="anchor" ar
 <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>Q1. Varying the dropout rate</p>
 <p>The code below instantiates and trains a model with varying dropout
@@ -3773,7 +3778,7 @@ <h3 class="callout-title">Tune Optimizer using Grid Search<a class="anchor" aria
 <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>First, we will define a <strong>build function</strong> to use during
 GridSearch. This function will compile the model for each combination of
@@ -3937,7 +3942,7 @@ <h3 id="how-do-you-know-what-activation-function-to-choose">How do you know what
 <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>The code below serves as a practical means for exploring activation
 performance on an image dataset.</p>
@@ -4035,7 +4040,7 @@ <h3 class="callout-title">Open question: What could be next steps to
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution6" aria-expanded="false" aria-controls="collapseSolution6">
   <h4 class="accordion-header" id="headingSolution6">Show me the solution</h4>
 </button>
-<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
+<div id="collapseSolution6" class="accordion-collapse collapse" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
 <div class="accordion-body">
 <p>This is an open question.</p>
 <p>Regarding the model architecture:</p>
@@ -4404,8 +4409,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "url": "https://.github.io/github.com/aio.html",
   "identifier": "https://.github.io/github.com/aio.html",
   "dateCreated": "2023-05-03",
-  "dateModified": "2024-02-20",
-  "datePublished": "2024-02-20"
+  "dateModified": "2024-02-23",
+  "datePublished": "2024-02-23"
 }
 
   </script><script>
diff --git a/files/cnn_workshop_environment.yml b/files/cnn_workshop_environment.yml
new file mode 100644
index 00000000..03ebc362
--- /dev/null
+++ b/files/cnn_workshop_environment.yml
@@ -0,0 +1,16 @@
+name: cnn_workshop
+channels:
+  - conda-forge
+  - defaults
+dependencies:
+  - python=3.11
+  - matplotlib
+  - numpy
+  - pandas
+  - pip
+  - scikit-learn
+  - seaborn
+  - spyder
+  - pip:
+      - scikeras
+      - tensorflow==2.14.0
\ No newline at end of file
diff --git a/files/cnn_workshop_gpu_environment.yml b/files/cnn_workshop_gpu_environment.yml
new file mode 100644
index 00000000..4d1bf32e
--- /dev/null
+++ b/files/cnn_workshop_gpu_environment.yml
@@ -0,0 +1,16 @@
+name: cnn_workshop_gpu
+channels:
+  - conda-forge
+  - defaults
+dependencies:
+  - python=3.9
+  - matplotlib
+  - numpy
+  - pandas
+  - pip
+  - scikit-learn
+  - seaborn
+  - spyder
+  - pip:
+      - scikeras
+      - tensorflow<2.11
\ No newline at end of file
diff --git a/images.html b/images.html
index 1e12d9be..0ebc9f32 100644
--- a/images.html
+++ b/images.html
@@ -453,8 +453,8 @@ <h3 id="05-evaluate-predict-cnn-figure-4">Figure 4</h3>
   "url": "https://.github.io/github.com/images.html",
   "identifier": "https://.github.io/github.com/images.html",
   "dateCreated": "2023-05-03",
-  "dateModified": "2024-02-20",
-  "datePublished": "2024-02-20"
+  "dateModified": "2024-02-23",
+  "datePublished": "2024-02-23"
 }
 
   </script><script>
diff --git a/index.html b/index.html
index 120ad877..4db3946f 100644
--- a/index.html
+++ b/index.html
@@ -152,7 +152,7 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
 <li><a href="#install-the-required-packages">Install the required packages</a></li>
 <li><a href="#start-spyder">Start Spyder</a></li>
 <li><a href="#check-your-setup">Check your setup</a></li>
-<li><a href="#download-the-scripts-and-model-outputs">Download the scripts and model outputs</a></li>
+<li><a href="#download-the-scripts-files-and-model-outputs">Download the scripts, files, and model outputs</a></li>
 <li><a href="#get-the-data">Get the data</a></li>
         </ul></div><!--/div.accordion-body-->
     </div><!--/div.accordion-collapse-->
@@ -337,7 +337,7 @@ <h3 class="callout-title">Install Python Using Anaconda<a class="anchor" aria-la
 <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">Windows</h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <p>Check out the <a href="https://www.youtube.com/watch?v=xxQ0mzZ8UvA" class="external-link">Windows - Video
 tutorial</a> or:</p>
@@ -356,7 +356,7 @@ <h4 class="accordion-header" id="headingSolution1">Windows</h4>
 <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">MacOS</h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p>Check out the <a href="https://www.youtube.com/watch?v=TcSAln46u9U" class="external-link">Mac OS X - Video
 tutorial</a> or:</p>
@@ -374,7 +374,7 @@ <h4 class="accordion-header" id="headingSolution2">MacOS</h4>
 <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">Linux</h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <p>Note the following installation steps require you to work from the
 shell. If you run into any difficulties, please request help before the
@@ -428,9 +428,17 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
 inside of, and ‘base’ is the name given to the default environment
 included with every Anaconda distribution.</p>
 <p>To create a new environment for this lesson, the command starts with
-the conda keywords <code>conda create</code>, followed by a name for the
-new environment and the package(s) to install:</p>
-<pre class="code"><code>(base) C:\Users\Lab&gt; conda create --name cnn_workshop python spyder seaborn scikit-learn pandas</code></pre>
+the conda keywords <code>conda create</code>. This command can be
+followed by a name for the new environment and the package(s) to install
+but to make things easier, inside the script download folder, we have
+given you an environment.yml file to use instead. (See download link
+below if you haven’t already.)</p>
+<pre class="code"><code>(base) C:\Users\Lab&gt; conda env create --file cnn_workshop_environment.yml</code></pre>
+<p>If the yml is not in your current directory, you can specify the full
+path to the file, eg:</p>
+<pre class="code"><code>(base) C:\Users\Lab&gt; conda env create --file C:\Users\Lab\intro-image-classification-cnn\files\cnn_workshop_environment.yml</code></pre>
+<p>Be patient because it might take a while (15-20 min) for conda to
+work out all of the dependencies.</p>
 <p>After the environment is created we tell Anaconda to use the new
 environment with the conda keywords <code>conda activate</code> followed
 by the environment name:</p>
@@ -438,51 +446,6 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
 (cnn_workshop) C:\Users\Lab&gt;</code></pre>
 <p>You will know you are in the right environment because the prompt
 changes from (base) to (cnn_workshop).</p>
-<p>There are two other packages we could not install when we created the
-environment, <code>tensorflow</code> and <code>scikeras</code>.</p>
-<p>To install these two packages we use a different package manager
-called <code>pip</code>.</p>
-<p><a href="" title="https://pip.pypa.io/en/stable/">pip</a> is the
-package management system for Python software packages. It is integrated
-into your local Python installation and runs regardless of your
-operating system too.</p>
-<pre class="code"><code>(cnn_workshop) C:\Users\Lab&gt; pip install tensorflow scikeras</code></pre>
-<div id="accordionSpoiler1" 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="#collapseSpoiler1" aria-expanded="false" aria-controls="collapseSpoiler1">
-  <h3 class="accordion-header" id="headingSpoiler1">
-<div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div>Troubleshooting for Windows</h3>
-</button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
-<div class="accordion-body">
-<p>Windows users may run into version conflicts. If you are on Windows
-and get errors running the command, try installing the packages using
-pip within a conda environment:</p>
-<pre class="code"><code>(base) C:\Users\Lab&gt; conda create -n cnn_workshop python spyder
-(base) C:\Users\Lab&gt; conda activate cnn_workshop
-(cnn_workshop) C:\Users\Lab&gt; pip install tensorflow&gt;=2.5 seaborn scikit-learn pandas scikeras</code></pre>
-</div>
-</div>
-</div>
-</div>
-<div id="accordionSpoiler2" 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="#collapseSpoiler2" aria-expanded="false" aria-controls="collapseSpoiler2">
-  <h3 class="accordion-header" id="headingSpoiler2">
-<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="collapseSpoiler2" class="accordion-collapse collapse" aria-labelledby="headingSpoiler2" data-bs-parent="#accordionSpoiler2">
-<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 can try installing Tensorflow for
-Mac with pip:</p>
-<pre class="conda"><code>(cnn_workshop) C:\Users\Lab&gt; pip install tensorflow-macos</code></pre>
-</div>
-</div>
-</div>
-</div>
 </section><section id="start-spyder"><h2 class="section-heading">Start Spyder<a class="anchor" aria-label="anchor" href="#start-spyder"></a>
 </h2>
 <hr class="half-width"><p>We teach this lesson using Python in <a href="https://www.spyder-ide.org/" class="external-link">Spyder</a> (Scientific Python
@@ -497,27 +460,35 @@ <h3 class="accordion-header" id="headingSpoiler2">
 <hr class="half-width"><p>To check whether all packages installed correctly, go to the
 interactive <code>IPython Console</code> in Spyder (lower right hand
 side panel) and type in the following commands:</p>
-<div class="codewrapper sourceCode" id="cb8">
+<div class="codewrapper sourceCode" id="cb6">
 <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="cb8-1"><a href="#cb8-1" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> sklearn</span>
-<span id="cb8-2"><a href="#cb8-2" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'sklearn version: '</span>, sklearn.__version__)</span>
-<span id="cb8-3"><a href="#cb8-3" aria-hidden="true" tabindex="-1"></a></span>
-<span id="cb8-4"><a href="#cb8-4" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> seaborn</span>
-<span id="cb8-5"><a href="#cb8-5" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'seaborn version: '</span>, seaborn.__version__)</span>
-<span id="cb8-6"><a href="#cb8-6" aria-hidden="true" tabindex="-1"></a></span>
-<span id="cb8-7"><a href="#cb8-7" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> pandas</span>
-<span id="cb8-8"><a href="#cb8-8" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'pandas version: '</span>, pandas.__version__)</span>
-<span id="cb8-9"><a href="#cb8-9" aria-hidden="true" tabindex="-1"></a></span>
-<span id="cb8-10"><a href="#cb8-10" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> tensorflow</span>
-<span id="cb8-11"><a href="#cb8-11" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'Tensorflow version: '</span>, tensorflow.__version__)</span></code></pre>
+<pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb6-1"><a href="#cb6-1" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> matplotlib</span>
+<span id="cb6-2"><a href="#cb6-2" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'matplotlib version: '</span>, matplotlib.__version__)</span>
+<span id="cb6-3"><a href="#cb6-3" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb6-4"><a href="#cb6-4" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> numpy</span>
+<span id="cb6-5"><a href="#cb6-5" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'numpy version: '</span>, numpy.__version__)</span>
+<span id="cb6-6"><a href="#cb6-6" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb6-7"><a href="#cb6-7" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> pandas</span>
+<span id="cb6-8"><a href="#cb6-8" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'pandas version: '</span>, pandas.__version__)</span>
+<span id="cb6-9"><a href="#cb6-9" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb6-10"><a href="#cb6-10" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> seaborn</span>
+<span id="cb6-11"><a href="#cb6-11" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'seaborn version: '</span>, seaborn.__version__)</span>
+<span id="cb6-12"><a href="#cb6-12" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb6-13"><a href="#cb6-13" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> sklearn</span>
+<span id="cb6-14"><a href="#cb6-14" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'sklearn version: '</span>, sklearn.__version__)</span>
+<span id="cb6-15"><a href="#cb6-15" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb6-16"><a href="#cb6-16" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> scikeras</span>
+<span id="cb6-17"><a href="#cb6-17" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'scikeras version: '</span>, scikeras.__version__)</span>
+<span id="cb6-18"><a href="#cb6-18" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb6-19"><a href="#cb6-19" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> tensorflow</span>
+<span id="cb6-20"><a href="#cb6-20" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'Tensorflow version: '</span>, tensorflow.__version__)</span></code></pre>
 </div>
 <p>This should output the versions of all required packages without
 giving errors.</p>
-</section><section id="download-the-scripts-and-model-outputs"><h2 class="section-heading">Download the scripts and model outputs<a class="anchor" aria-label="anchor" href="#download-the-scripts-and-model-outputs"></a>
+</section><section id="download-the-scripts-files-and-model-outputs"><h2 class="section-heading">Download the scripts, files, and model outputs<a class="anchor" aria-label="anchor" href="#download-the-scripts-files-and-model-outputs"></a>
 </h2>
-<hr class="half-width"><p>Download the <a href="https://drive.google.com/file/d/1SpcusVYomhukFKWuUcK7LwF7RtrKB8Z_/view?usp=drive_link" class="external-link">script
-files and model outputs</a>.</p>
+<hr class="half-width"><p>Download the [scripts, files, and model outputs].</p>
 </section><section id="get-the-data"><h2 class="section-heading">Get the data<a class="anchor" aria-label="anchor" href="#get-the-data"></a>
 </h2>
 <hr class="half-width"><p>This lesson uses the CIFAR-10 image dataset that comes prepackaged
@@ -576,8 +547,8 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
   "url": "https://.github.io/github.com/index.html",
   "identifier": "https://.github.io/github.com/index.html",
   "dateCreated": "2023-05-03",
-  "dateModified": "2024-02-20",
-  "datePublished": "2024-02-20"
+  "dateModified": "2024-02-23",
+  "datePublished": "2024-02-23"
 }
 
   </script><script>
diff --git a/instructor-notes.html b/instructor-notes.html
index 827ec075..30af321e 100644
--- a/instructor-notes.html
+++ b/instructor-notes.html
@@ -372,8 +372,8 @@ <h1>Instructor Notes</h1>
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   "identifier": "https://.github.io/github.com/instructor-notes.html",
   "dateCreated": "2023-05-03",
-  "dateModified": "2024-02-20",
-  "datePublished": "2024-02-20"
+  "dateModified": "2024-02-23",
+  "datePublished": "2024-02-23"
 }
 
   </script><script>
diff --git a/instructor/01-introduction.html b/instructor/01-introduction.html
index a972e0c0..80cd775c 100644
--- a/instructor/01-introduction.html
+++ b/instructor/01-introduction.html
@@ -516,7 +516,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <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">Output</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">
 <div class="codewrapper">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -856,7 +856,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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   "dateCreated": "2023-05-03",
   "dateModified": "2024-02-14",
-  "datePublished": "2024-02-20"
+  "datePublished": "2024-02-23"
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diff --git a/instructor/02-image-data.html b/instructor/02-image-data.html
index 7b0c4103..d9285d86 100644
--- a/instructor/02-image-data.html
+++ b/instructor/02-image-data.html
@@ -1086,7 +1086,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://.github.io/github.com/instructor/02-image-data.html",
   "dateCreated": "2023-05-03",
   "dateModified": "2024-02-09",
-  "datePublished": "2024-02-20"
+  "datePublished": "2024-02-23"
 }
 
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diff --git a/instructor/03-build-cnn.html b/instructor/03-build-cnn.html
index 2f061ddd..06abd805 100644
--- a/instructor/03-build-cnn.html
+++ b/instructor/03-build-cnn.html
@@ -924,7 +924,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://.github.io/github.com/instructor/03-build-cnn.html",
   "dateCreated": "2023-05-03",
   "dateModified": "2024-02-09",
-  "datePublished": "2024-02-20"
+  "datePublished": "2024-02-23"
 }
 
   </script><script>
diff --git a/instructor/04-fit-cnn.html b/instructor/04-fit-cnn.html
index 7e1c3329..269840a6 100644
--- a/instructor/04-fit-cnn.html
+++ b/instructor/04-fit-cnn.html
@@ -405,7 +405,7 @@ <h4 id="optimizer">Optimizer<a class="anchor" aria-label="anchor" href="#optimiz
   <h3 class="accordion-header" id="headingSpoiler1">
 <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div>WANT TO KNOW MORE: Learning Rate</h3>
 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
 <div class="accordion-body">
 <p>ChatGPT</p>
 <p><strong>Learning rate</strong> is a hyperparameter that determines
@@ -504,7 +504,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
   <h3 class="accordion-header" id="headingSpoiler2">
 <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div>WANT TO KNOW MORE: Batch size</h3>
 </button>
-<div id="collapseSpoiler2" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler2" aria-labelledby="headingSpoiler2">
+<div id="collapseSpoiler2" class="accordion-collapse collapse" aria-labelledby="headingSpoiler2" data-bs-parent="#accordionSpoiler2">
 <div class="accordion-body">
 <p>ChatGPT</p>
 <p>The choice of batch size can have various implications, and there are
@@ -590,7 +590,7 @@ <h3 class="callout-title">Inspect the Training Curve<a class="anchor" aria-label
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1">Show me the solution</h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <ol style="list-style-type: decimal"><li>The loss curve should drop quite quickly in a smooth line with
 little jitter. The accuracy should increase quite quickly in a smooth
@@ -632,7 +632,7 @@ <h4 class="accordion-header" id="headingSolution1">Show me the solution</h4>
   <h3 class="accordion-header" id="headingSpoiler3">
 <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div>WANT TO KNOW MORE: What is underfitting?</h3>
 </button>
-<div id="collapseSpoiler3" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler3" aria-labelledby="headingSpoiler3">
+<div id="collapseSpoiler3" class="accordion-collapse collapse" aria-labelledby="headingSpoiler3" data-bs-parent="#accordionSpoiler3">
 <div class="accordion-body">
 <p>Underfitting occurs when the model is too simple or lacks the
 capacity to capture the underlying patterns and relationships present in
@@ -806,7 +806,7 @@ <h3 class="callout-title">Does adding a Dropout Layer improve our
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2">Show me the solution</h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb9">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -858,7 +858,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
   <h3 class="accordion-header" id="headingSpoiler4">
 <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div>WANT TO KNOW MORE: Regularization methods for Convolutional Neural Networks (CNNs)</h3>
 </button>
-<div id="collapseSpoiler4" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler4" aria-labelledby="headingSpoiler4">
+<div id="collapseSpoiler4" class="accordion-collapse collapse" aria-labelledby="headingSpoiler4" data-bs-parent="#accordionSpoiler4">
 <div class="accordion-body">
 <p>ChatGPT</p>
 <p><strong>Regularization</strong> methods introduce constraints or
@@ -1002,7 +1002,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://.github.io/github.com/instructor/04-fit-cnn.html",
   "dateCreated": "2023-05-03",
   "dateModified": "2024-02-08",
-  "datePublished": "2024-02-20"
+  "datePublished": "2024-02-23"
 }
 
   </script><script>
diff --git a/instructor/05-evaluate-predict-cnn.html b/instructor/05-evaluate-predict-cnn.html
index eac637e4..3de1feda 100644
--- a/instructor/05-evaluate-predict-cnn.html
+++ b/instructor/05-evaluate-predict-cnn.html
@@ -384,7 +384,7 @@ <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" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <p>It depends! Recall in an <a href="02-image-data.html">Episode 02
 Introduction to Image Data</a> Callout we talked about the different
@@ -550,7 +550,7 @@ <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="#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>Q1. The confusion matrix illustrates that the predictions are not bad
 but can be improved.</p>
@@ -624,7 +624,7 @@ <h3 class="callout-title">Tune Dropout Rate using a For Loop<a class="anchor" ar
 <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>Q1. Varying the dropout rate</p>
 <p>The code below instantiates and trains a model with varying dropout
@@ -741,7 +741,7 @@ <h3 class="callout-title">Tune Optimizer using Grid Search<a class="anchor" aria
 <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>First, we will define a <strong>build function</strong> to use during
 GridSearch. This function will compile the model for each combination of
@@ -881,7 +881,7 @@ <h3 id="how-do-you-know-what-activation-function-to-choose">How do you know what
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   <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>The code below serves as a practical means for exploring activation
 performance on an image dataset.</p>
@@ -977,7 +977,7 @@ <h3 class="callout-title">Open question: What could be next steps to
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   <h4 class="accordion-header" id="headingSolution6">Show me the solution</h4>
 </button>
-<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
+<div id="collapseSolution6" class="accordion-collapse collapse" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
 <div class="accordion-body">
 <p>This is an open question.</p>
 <p>Regarding the model architecture:</p>
@@ -1084,7 +1084,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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   "dateModified": "2024-02-13",
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diff --git a/instructor/06-conclusion.html b/instructor/06-conclusion.html
index 4efd60df..1c1d519c 100644
--- a/instructor/06-conclusion.html
+++ b/instructor/06-conclusion.html
@@ -580,7 +580,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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diff --git a/instructor/404.html b/instructor/404.html
index 6735ca17..236cd9fc 100644
--- a/instructor/404.html
+++ b/instructor/404.html
@@ -329,8 +329,8 @@ <h1>Page not found</h1>
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-  "dateModified": "2024-02-20",
-  "datePublished": "2024-02-20"
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diff --git a/instructor/CODE_OF_CONDUCT.html b/instructor/CODE_OF_CONDUCT.html
index 7295bdcb..3b22ca27 100644
--- a/instructor/CODE_OF_CONDUCT.html
+++ b/instructor/CODE_OF_CONDUCT.html
@@ -351,7 +351,7 @@ <h1>Contributor Code of Conduct</h1>
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   "dateCreated": "2023-05-03",
   "dateModified": "2023-08-22",
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+  "datePublished": "2024-02-23"
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   </script><script>
diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index 84a9fabe..2058e1fa 100644
--- a/instructor/LICENSE.html
+++ b/instructor/LICENSE.html
@@ -402,7 +402,7 @@ <h1>Licenses</h1>
   "identifier": "https://.github.io/github.com/instructor/LICENSE.html",
   "dateCreated": "2023-05-03",
   "dateModified": "2023-08-22",
-  "datePublished": "2024-02-20"
+  "datePublished": "2024-02-23"
 }
 
   </script><script>
diff --git a/instructor/aio.html b/instructor/aio.html
index 8b6206a5..f2133bde 100644
--- a/instructor/aio.html
+++ b/instructor/aio.html
@@ -320,7 +320,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
         
 <section id="aio-setup-gpu"><p>Content from <a href="setup-gpu.html">Setup - GPU</a></p>
 <hr>
-<p>Last updated on 2024-02-19 |
+<p>Last updated on 2024-02-23 |
         
         <a href="https://https://github.com/erinmgraham/icwithcnn/edit/main/episodes/setup-gpu.html" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
@@ -373,7 +373,7 @@ <h3 class="callout-title">Install Python using Anaconda<a class="anchor" aria-la
 <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">Windows</h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <p>Check out the <a href="https://www.youtube.com/watch?v=xxQ0mzZ8UvA" class="external-link">Windows - Video
 tutorial</a> or:</p>
@@ -395,7 +395,7 @@ <h4 class="accordion-header" id="headingSolution1">Windows</h4>
 <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">MacOS</h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p>Check out the <a href="https://www.youtube.com/watch?v=TcSAln46u9U" class="external-link">Mac OS X - Video
 tutorial</a> or:</p>
@@ -415,7 +415,7 @@ <h4 class="accordion-header" id="headingSolution2">MacOS</h4>
 <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">Linux</h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <p>Note the following installation steps require you to work from the
 shell. If you run into any difficulties, please request help before the
@@ -476,9 +476,17 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
 inside of, and ‘base’ is the name given to the default environment
 included with every Anaconda distribution.</p>
 <p>To create a new environment for this lesson, the command starts with
-the conda keywords <code>conda create</code>, followed by a name for the
-new environment and the package(s) to install:</p>
-<pre class="code"><code>(base) C:\Users\Lab&gt; conda create --name cnn_workshop_gpu python=3.9 spyder seaborn  scikit-learn pandas</code></pre>
+the conda keywords <code>conda create</code>. This command can be
+followed by a name for the new environment and the package(s) to install
+but to make things easier, inside the script download folder, we have
+given you an environment.yml file to use instead. (See download link
+below if you haven’t already.)</p>
+<pre class="code"><code>(base) C:\Users\Lab&gt; conda env create --file cnn_workshop_gpu_environment.yml</code></pre>
+<p>If the yml is not in your current directory, you can specify the full
+path to the file, eg:</p>
+<pre class="code"><code>(base) C:\Users\Lab&gt; conda env create --file C:\Users\Lab\intro-image-classification-cnn\files\cnn_workshop_gpu_environment.yml</code></pre>
+<p>Be patient because it might take a while (15-20 min) for conda to
+work out all of the dependencies.</p>
 <p>After the environment is created we tell Anaconda to use the new
 environment with the conda keywords <code>conda activate</code> followed
 by the environment name:</p>
@@ -498,8 +506,7 @@ <h3 class="callout-title">Callout<a class="anchor" aria-label="anchor" href="#ca
 hardware, system, and software necessary for GPU support. Here we are
 following the <a href="https://www.tensorflow.org/install/pip#windows-native_1" class="external-link">Windows
 TensorFlow installation instructions</a> starting at <strong>Step 5. GPU
-setup</strong> but using Anaconda instead of Miniconda. Specific
-instructions can also be found there for <a href="https://www.tensorflow.org/install/pip#macos_1" class="external-link">MacOS</a> and <a href="https://www.tensorflow.org/install/pip#linux_1" class="external-link">Linux</a>
+setup</strong>. Specific instructions can also be found there for <a href="https://www.tensorflow.org/install/pip#macos_1" class="external-link">MacOS</a> and <a href="https://www.tensorflow.org/install/pip#linux_1" class="external-link">Linux</a>
 environments.</p>
 </div>
 </div>
@@ -517,7 +524,7 @@ <h3 id="nvidia-gpu">NVIDIA GPU<a class="anchor" aria-label="anchor" href="#nvidi
   <h3 class="accordion-header" id="headingSpoiler1">
 <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div>AMD GPU</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>First install AMD GPU driver [<a href="https://www.amd.com/en/support" class="external-link uri">https://www.amd.com/en/support</a>] if you have not.</p>
 <p>TODO Finish these instructions</p>
@@ -525,19 +532,6 @@ <h3 class="accordion-header" id="headingSpoiler1">
 </div>
 </div>
 </div>
-<p>There are two other packages we could not install when we created the
-environment, <code>tensorflow</code> and <code>scikeras</code>.</p>
-<p>To install these two packages we use a different package manager
-called <code>pip</code>.</p>
-<p><a href="" title="https://pip.pypa.io/en/stable/">pip</a> is the
-package management system for Python software packages. It is integrated
-into your local Python installation and runs regardless of your
-operating system too.</p>
-<pre class="code"><code>(cnn_workshop_gpu) C:\Users\Lab&gt;pip install --upgrade pip
-
-# Anything above 2.10 is not supported on the GPU on Windows Native
-(cnn_workshop_gpu) C:\Users\Lab&gt;pip install "tensorflow&lt;2.11"
-(cnn_workshop_gpu) C:\Users\Lab&gt;pip install scikeras</code></pre>
 </div>
 </section><section id="start-spyder"><h2 class="section-heading">Start Spyder<a class="anchor" aria-label="anchor" href="#start-spyder"></a>
 </h2>
@@ -558,26 +552,37 @@ <h3 class="accordion-header" id="headingSpoiler1">
 <div class="codewrapper sourceCode" id="cb7">
 <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" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> sklearn</span>
-<span id="cb7-2"><a href="#cb7-2" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'sklearn version: '</span>, sklearn.__version__)</span>
+<pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb7-1"><a href="#cb7-1" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> matplotlib</span>
+<span id="cb7-2"><a href="#cb7-2" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'matplotlib version: '</span>, matplotlib.__version__)</span>
 <span id="cb7-3"><a href="#cb7-3" aria-hidden="true" tabindex="-1"></a></span>
-<span id="cb7-4"><a href="#cb7-4" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> seaborn</span>
-<span id="cb7-5"><a href="#cb7-5" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'seaborn version: '</span>, seaborn.__version__)</span>
+<span id="cb7-4"><a href="#cb7-4" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> numpy</span>
+<span id="cb7-5"><a href="#cb7-5" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'numpy version: '</span>, numpy.__version__)</span>
 <span id="cb7-6"><a href="#cb7-6" aria-hidden="true" tabindex="-1"></a></span>
 <span id="cb7-7"><a href="#cb7-7" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> pandas</span>
 <span id="cb7-8"><a href="#cb7-8" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'pandas version: '</span>, pandas.__version__)</span>
 <span id="cb7-9"><a href="#cb7-9" aria-hidden="true" tabindex="-1"></a></span>
-<span id="cb7-10"><a href="#cb7-10" aria-hidden="true" tabindex="-1"></a><span class="im">from</span> tensorflow <span class="im">import</span> keras</span>
-<span id="cb7-11"><a href="#cb7-11" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'Keras version: '</span>, keras.__version__)</span>
+<span id="cb7-10"><a href="#cb7-10" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> seaborn</span>
+<span id="cb7-11"><a href="#cb7-11" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'seaborn version: '</span>, seaborn.__version__)</span>
 <span id="cb7-12"><a href="#cb7-12" aria-hidden="true" tabindex="-1"></a></span>
-<span id="cb7-13"><a href="#cb7-13" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> tensorflow</span>
-<span id="cb7-14"><a href="#cb7-14" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'Tensorflow version: '</span>, tensorflow.__version__)</span></code></pre>
-</div>
-</section><section id="download-the-scripts-and-model-outputs"><h2 class="section-heading">Download the scripts and model outputs<a class="anchor" aria-label="anchor" href="#download-the-scripts-and-model-outputs"></a>
+<span id="cb7-13"><a href="#cb7-13" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> sklearn</span>
+<span id="cb7-14"><a href="#cb7-14" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'sklearn version: '</span>, sklearn.__version__)</span>
+<span id="cb7-15"><a href="#cb7-15" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb7-16"><a href="#cb7-16" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> scikeras</span>
+<span id="cb7-17"><a href="#cb7-17" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'scikeras version: '</span>, scikeras.__version__)</span>
+<span id="cb7-18"><a href="#cb7-18" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb7-19"><a href="#cb7-19" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> tensorflow</span>
+<span id="cb7-20"><a href="#cb7-20" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'Tensorflow version: '</span>, tensorflow.__version__)</span>
+<span id="cb7-21"><a href="#cb7-21" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb7-22"><a href="#cb7-22" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">"Num GPUs Available: "</span>, <span class="bu">len</span>(tensorflow.config.experimental.list_physical_devices(<span class="st">'GPU'</span>)))</span></code></pre>
+</div>
+<p>This should output the versions of all required packages without
+giving errors and well as the number of GPU’s tensorflow has
+detected.</p>
+</section><section id="download-the-scripts-files-and-model-outputs"><h2 class="section-heading">Download the scripts, files and model outputs<a class="anchor" aria-label="anchor" href="#download-the-scripts-files-and-model-outputs"></a>
 </h2>
 <hr class="half-width">
-<p>Download the <a href="https://drive.google.com/file/d/1SpcusVYomhukFKWuUcK7LwF7RtrKB8Z_/view?usp=drive_link" class="external-link">script
-files and model outputs</a>.</p>
+<p>Download the <a href="https://drive.google.com/file/d/1SpcusVYomhukFKWuUcK7LwF7RtrKB8Z_/view?usp=drive_link" class="external-link">scripts,
+files, and model outputs</a>.</p>
 </section><section id="get-the-data"><h2 class="section-heading">Get the data<a class="anchor" aria-label="anchor" href="#get-the-data"></a>
 </h2>
 <hr class="half-width">
@@ -836,7 +841,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <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">Output</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">
 <div class="codewrapper">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -2713,7 +2718,7 @@ <h4 id="optimizer">Optimizer<a class="anchor" aria-label="anchor" href="#optimiz
   <h3 class="accordion-header" id="headingSpoiler1">
 <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div>WANT TO KNOW MORE: Learning Rate</h3>
 </button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler1" aria-labelledby="headingSpoiler1">
+<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
 <div class="accordion-body">
 <p>ChatGPT</p>
 <p><strong>Learning rate</strong> is a hyperparameter that determines
@@ -2814,7 +2819,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
   <h3 class="accordion-header" id="headingSpoiler2">
 <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div>WANT TO KNOW MORE: Batch size</h3>
 </button>
-<div id="collapseSpoiler2" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler2" aria-labelledby="headingSpoiler2">
+<div id="collapseSpoiler2" class="accordion-collapse collapse" aria-labelledby="headingSpoiler2" data-bs-parent="#accordionSpoiler2">
 <div class="accordion-body">
 <p>ChatGPT</p>
 <p>The choice of batch size can have various implications, and there are
@@ -2907,7 +2912,7 @@ <h3 class="callout-title">Inspect the Training Curve<a class="anchor" aria-label
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1">Show me the solution</h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <ol style="list-style-type: decimal">
 <li>The loss curve should drop quite quickly in a smooth line with
@@ -2955,7 +2960,7 @@ <h4 class="accordion-header" id="headingSolution1">Show me the solution</h4>
   <h3 class="accordion-header" id="headingSpoiler3">
 <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div>WANT TO KNOW MORE: What is underfitting?</h3>
 </button>
-<div id="collapseSpoiler3" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler3" aria-labelledby="headingSpoiler3">
+<div id="collapseSpoiler3" class="accordion-collapse collapse" aria-labelledby="headingSpoiler3" data-bs-parent="#accordionSpoiler3">
 <div class="accordion-body">
 <p>Underfitting occurs when the model is too simple or lacks the
 capacity to capture the underlying patterns and relationships present in
@@ -3135,7 +3140,7 @@ <h3 class="callout-title">Does adding a Dropout Layer improve our
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2">Show me the solution</h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb9">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -3187,7 +3192,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
   <h3 class="accordion-header" id="headingSpoiler4">
 <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div>WANT TO KNOW MORE: Regularization methods for Convolutional Neural Networks (CNNs)</h3>
 </button>
-<div id="collapseSpoiler4" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler4" aria-labelledby="headingSpoiler4">
+<div id="collapseSpoiler4" class="accordion-collapse collapse" aria-labelledby="headingSpoiler4" data-bs-parent="#accordionSpoiler4">
 <div class="accordion-body">
 <p>ChatGPT</p>
 <p><strong>Regularization</strong> methods introduce constraints or
@@ -3397,7 +3402,7 @@ <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" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <p>It depends! Recall in an <a href="02-image-data.html">Episode 02
 Introduction to Image Data</a> Callout we talked about the different
@@ -3568,7 +3573,7 @@ <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="#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>Q1. The confusion matrix illustrates that the predictions are not bad
 but can be improved.</p>
@@ -3658,7 +3663,7 @@ <h3 class="callout-title">Tune Dropout Rate using a For Loop<a class="anchor" ar
 <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>Q1. Varying the dropout rate</p>
 <p>The code below instantiates and trains a model with varying dropout
@@ -3780,7 +3785,7 @@ <h3 class="callout-title">Tune Optimizer using Grid Search<a class="anchor" aria
 <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>First, we will define a <strong>build function</strong> to use during
 GridSearch. This function will compile the model for each combination of
@@ -3944,7 +3949,7 @@ <h3 id="how-do-you-know-what-activation-function-to-choose">How do you know what
 <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>The code below serves as a practical means for exploring activation
 performance on an image dataset.</p>
@@ -4042,7 +4047,7 @@ <h3 class="callout-title">Open question: What could be next steps to
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution6" aria-expanded="false" aria-controls="collapseSolution6">
   <h4 class="accordion-header" id="headingSolution6">Show me the solution</h4>
 </button>
-<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
+<div id="collapseSolution6" class="accordion-collapse collapse" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
 <div class="accordion-body">
 <p>This is an open question.</p>
 <p>Regarding the model architecture:</p>
@@ -4412,8 +4417,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "url": "https://.github.io/github.com/instructor/aio.html",
   "identifier": "https://.github.io/github.com/instructor/aio.html",
   "dateCreated": "2023-05-03",
-  "dateModified": "2024-02-20",
-  "datePublished": "2024-02-20"
+  "dateModified": "2024-02-23",
+  "datePublished": "2024-02-23"
 }
 
   </script><script>
diff --git a/instructor/images.html b/instructor/images.html
index 12652795..9fcf1755 100644
--- a/instructor/images.html
+++ b/instructor/images.html
@@ -455,8 +455,8 @@ <h3 id="05-evaluate-predict-cnn-figure-4">Figure 4</h3>
   "url": "https://.github.io/github.com/instructor/images.html",
   "identifier": "https://.github.io/github.com/instructor/images.html",
   "dateCreated": "2023-05-03",
-  "dateModified": "2024-02-20",
-  "datePublished": "2024-02-20"
+  "dateModified": "2024-02-23",
+  "datePublished": "2024-02-23"
 }
 
   </script><script>
diff --git a/instructor/index.html b/instructor/index.html
index 6cebb5ad..2e4d8f51 100644
--- a/instructor/index.html
+++ b/instructor/index.html
@@ -415,7 +415,7 @@ <h3 class="callout-title">Install Python Using Anaconda<a class="anchor" aria-la
 <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">Windows</h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <p>Check out the <a href="https://www.youtube.com/watch?v=xxQ0mzZ8UvA" class="external-link">Windows - Video
 tutorial</a> or:</p>
@@ -434,7 +434,7 @@ <h4 class="accordion-header" id="headingSolution1">Windows</h4>
 <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">MacOS</h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p>Check out the <a href="https://www.youtube.com/watch?v=TcSAln46u9U" class="external-link">Mac OS X - Video
 tutorial</a> or:</p>
@@ -452,7 +452,7 @@ <h4 class="accordion-header" id="headingSolution2">MacOS</h4>
 <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">Linux</h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <p>Note the following installation steps require you to work from the
 shell. If you run into any difficulties, please request help before the
@@ -506,9 +506,17 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
 inside of, and ‘base’ is the name given to the default environment
 included with every Anaconda distribution.</p>
 <p>To create a new environment for this lesson, the command starts with
-the conda keywords <code>conda create</code>, followed by a name for the
-new environment and the package(s) to install:</p>
-<pre class="code"><code>(base) C:\Users\Lab&gt; conda create --name cnn_workshop python spyder seaborn scikit-learn pandas</code></pre>
+the conda keywords <code>conda create</code>. This command can be
+followed by a name for the new environment and the package(s) to install
+but to make things easier, inside the script download folder, we have
+given you an environment.yml file to use instead. (See download link
+below if you haven’t already.)</p>
+<pre class="code"><code>(base) C:\Users\Lab&gt; conda env create --file cnn_workshop_environment.yml</code></pre>
+<p>If the yml is not in your current directory, you can specify the full
+path to the file, eg:</p>
+<pre class="code"><code>(base) C:\Users\Lab&gt; conda env create --file C:\Users\Lab\intro-image-classification-cnn\files\cnn_workshop_environment.yml</code></pre>
+<p>Be patient because it might take a while (15-20 min) for conda to
+work out all of the dependencies.</p>
 <p>After the environment is created we tell Anaconda to use the new
 environment with the conda keywords <code>conda activate</code> followed
 by the environment name:</p>
@@ -516,51 +524,6 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
 (cnn_workshop) C:\Users\Lab&gt;</code></pre>
 <p>You will know you are in the right environment because the prompt
 changes from (base) to (cnn_workshop).</p>
-<p>There are two other packages we could not install when we created the
-environment, <code>tensorflow</code> and <code>scikeras</code>.</p>
-<p>To install these two packages we use a different package manager
-called <code>pip</code>.</p>
-<p><a href="" title="https://pip.pypa.io/en/stable/">pip</a> is the
-package management system for Python software packages. It is integrated
-into your local Python installation and runs regardless of your
-operating system too.</p>
-<pre class="code"><code>(cnn_workshop) C:\Users\Lab&gt; pip install tensorflow scikeras</code></pre>
-<div id="accordionSpoiler1" 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="#collapseSpoiler1" aria-expanded="false" aria-controls="collapseSpoiler1">
-  <h3 class="accordion-header" id="headingSpoiler1">
-<div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div>Troubleshooting for Windows</h3>
-</button>
-<div id="collapseSpoiler1" class="accordion-collapse collapse" aria-labelledby="headingSpoiler1" data-bs-parent="#accordionSpoiler1">
-<div class="accordion-body">
-<p>Windows users may run into version conflicts. If you are on Windows
-and get errors running the command, try installing the packages using
-pip within a conda environment:</p>
-<pre class="code"><code>(base) C:\Users\Lab&gt; conda create -n cnn_workshop python spyder
-(base) C:\Users\Lab&gt; conda activate cnn_workshop
-(cnn_workshop) C:\Users\Lab&gt; pip install tensorflow&gt;=2.5 seaborn scikit-learn pandas scikeras</code></pre>
-</div>
-</div>
-</div>
-</div>
-<div id="accordionSpoiler2" 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="#collapseSpoiler2" aria-expanded="false" aria-controls="collapseSpoiler2">
-  <h3 class="accordion-header" id="headingSpoiler2">
-<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="collapseSpoiler2" class="accordion-collapse collapse" aria-labelledby="headingSpoiler2" data-bs-parent="#accordionSpoiler2">
-<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 can try installing Tensorflow for
-Mac with pip:</p>
-<pre class="conda"><code>(cnn_workshop) C:\Users\Lab&gt; pip install tensorflow-macos</code></pre>
-</div>
-</div>
-</div>
-</div>
 </section><section id="start-spyder"><h2 class="section-heading">Start Spyder<a class="anchor" aria-label="anchor" href="#start-spyder"></a>
 </h2>
 <hr class="half-width"><p>We teach this lesson using Python in <a href="https://www.spyder-ide.org/" class="external-link">Spyder</a> (Scientific Python
@@ -575,27 +538,35 @@ <h3 class="accordion-header" id="headingSpoiler2">
 <hr class="half-width"><p>To check whether all packages installed correctly, go to the
 interactive <code>IPython Console</code> in Spyder (lower right hand
 side panel) and type in the following commands:</p>
-<div class="codewrapper sourceCode" id="cb8">
+<div class="codewrapper sourceCode" id="cb6">
 <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="cb8-1"><a href="#cb8-1" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> sklearn</span>
-<span id="cb8-2"><a href="#cb8-2" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'sklearn version: '</span>, sklearn.__version__)</span>
-<span id="cb8-3"><a href="#cb8-3" aria-hidden="true" tabindex="-1"></a></span>
-<span id="cb8-4"><a href="#cb8-4" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> seaborn</span>
-<span id="cb8-5"><a href="#cb8-5" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'seaborn version: '</span>, seaborn.__version__)</span>
-<span id="cb8-6"><a href="#cb8-6" aria-hidden="true" tabindex="-1"></a></span>
-<span id="cb8-7"><a href="#cb8-7" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> pandas</span>
-<span id="cb8-8"><a href="#cb8-8" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'pandas version: '</span>, pandas.__version__)</span>
-<span id="cb8-9"><a href="#cb8-9" aria-hidden="true" tabindex="-1"></a></span>
-<span id="cb8-10"><a href="#cb8-10" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> tensorflow</span>
-<span id="cb8-11"><a href="#cb8-11" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'Tensorflow version: '</span>, tensorflow.__version__)</span></code></pre>
+<pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb6-1"><a href="#cb6-1" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> matplotlib</span>
+<span id="cb6-2"><a href="#cb6-2" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'matplotlib version: '</span>, matplotlib.__version__)</span>
+<span id="cb6-3"><a href="#cb6-3" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb6-4"><a href="#cb6-4" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> numpy</span>
+<span id="cb6-5"><a href="#cb6-5" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'numpy version: '</span>, numpy.__version__)</span>
+<span id="cb6-6"><a href="#cb6-6" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb6-7"><a href="#cb6-7" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> pandas</span>
+<span id="cb6-8"><a href="#cb6-8" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'pandas version: '</span>, pandas.__version__)</span>
+<span id="cb6-9"><a href="#cb6-9" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb6-10"><a href="#cb6-10" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> seaborn</span>
+<span id="cb6-11"><a href="#cb6-11" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'seaborn version: '</span>, seaborn.__version__)</span>
+<span id="cb6-12"><a href="#cb6-12" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb6-13"><a href="#cb6-13" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> sklearn</span>
+<span id="cb6-14"><a href="#cb6-14" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'sklearn version: '</span>, sklearn.__version__)</span>
+<span id="cb6-15"><a href="#cb6-15" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb6-16"><a href="#cb6-16" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> scikeras</span>
+<span id="cb6-17"><a href="#cb6-17" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'scikeras version: '</span>, scikeras.__version__)</span>
+<span id="cb6-18"><a href="#cb6-18" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb6-19"><a href="#cb6-19" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> tensorflow</span>
+<span id="cb6-20"><a href="#cb6-20" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'Tensorflow version: '</span>, tensorflow.__version__)</span></code></pre>
 </div>
 <p>This should output the versions of all required packages without
 giving errors.</p>
-</section><section id="download-the-scripts-and-model-outputs"><h2 class="section-heading">Download the scripts and model outputs<a class="anchor" aria-label="anchor" href="#download-the-scripts-and-model-outputs"></a>
+</section><section id="download-the-scripts-files-and-model-outputs"><h2 class="section-heading">Download the scripts, files, and model outputs<a class="anchor" aria-label="anchor" href="#download-the-scripts-files-and-model-outputs"></a>
 </h2>
-<hr class="half-width"><p>Download the <a href="https://drive.google.com/file/d/1SpcusVYomhukFKWuUcK7LwF7RtrKB8Z_/view?usp=drive_link" class="external-link">script
-files and model outputs</a>.</p>
+<hr class="half-width"><p>Download the [scripts, files, and model outputs].</p>
 </section><section id="get-the-data"><h2 class="section-heading">Get the data<a class="anchor" aria-label="anchor" href="#get-the-data"></a>
 </h2>
 <hr class="half-width"><p>This lesson uses the CIFAR-10 image dataset that comes prepackaged
@@ -654,8 +625,8 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
   "url": "https://.github.io/github.com/instructor/index.html",
   "identifier": "https://.github.io/github.com/instructor/index.html",
   "dateCreated": "2023-05-03",
-  "dateModified": "2024-02-20",
-  "datePublished": "2024-02-20"
+  "dateModified": "2024-02-23",
+  "datePublished": "2024-02-23"
 }
 
   </script><script>
diff --git a/instructor/instructor-notes.html b/instructor/instructor-notes.html
index e3b7ee8c..d4efc5a8 100644
--- a/instructor/instructor-notes.html
+++ b/instructor/instructor-notes.html
@@ -381,8 +381,8 @@ <h1>Instructor Notes</h1>
   "url": "https://.github.io/github.com/instructor/instructor-notes.html",
   "identifier": "https://.github.io/github.com/instructor/instructor-notes.html",
   "dateCreated": "2023-05-03",
-  "dateModified": "2024-02-20",
-  "datePublished": "2024-02-20"
+  "dateModified": "2024-02-23",
+  "datePublished": "2024-02-23"
 }
 
   </script><script>
diff --git a/instructor/key-points.html b/instructor/key-points.html
index 867f60e9..2190a007 100644
--- a/instructor/key-points.html
+++ b/instructor/key-points.html
@@ -443,8 +443,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "url": "https://.github.io/github.com/instructor/key-points.html",
   "identifier": "https://.github.io/github.com/instructor/key-points.html",
   "dateCreated": "2023-05-03",
-  "dateModified": "2024-02-20",
-  "datePublished": "2024-02-20"
+  "dateModified": "2024-02-23",
+  "datePublished": "2024-02-23"
 }
 
   </script><script>
diff --git a/instructor/profiles.html b/instructor/profiles.html
index 10333650..c985b8ff 100644
--- a/instructor/profiles.html
+++ b/instructor/profiles.html
@@ -302,8 +302,8 @@ <h1>Learner Profiles</h1>
   "url": "https://.github.io/github.com/instructor/profiles.html",
   "identifier": "https://.github.io/github.com/instructor/profiles.html",
   "dateCreated": "2023-05-03",
-  "dateModified": "2024-02-20",
-  "datePublished": "2024-02-20"
+  "dateModified": "2024-02-23",
+  "datePublished": "2024-02-23"
 }
 
   </script><script>
diff --git a/instructor/reference.html b/instructor/reference.html
index dbe987d6..cfe92b66 100644
--- a/instructor/reference.html
+++ b/instructor/reference.html
@@ -344,7 +344,7 @@ <h1>Reference</h1>
   "identifier": "https://.github.io/github.com/instructor/reference.html",
   "dateCreated": "2023-05-03",
   "dateModified": "2023-09-25",
-  "datePublished": "2024-02-20"
+  "datePublished": "2024-02-23"
 }
 
   </script><script>
diff --git a/instructor/setup-gpu.html b/instructor/setup-gpu.html
index eba6a6cb..cd60e8dc 100644
--- a/instructor/setup-gpu.html
+++ b/instructor/setup-gpu.html
@@ -161,7 +161,7 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
 <li><a href="#install-the-required-packages">Install the required packages</a></li>
 <li><a href="#start-spyder">Start Spyder</a></li>
 <li><a href="#check-your-setup">Check your setup</a></li>
-<li><a href="#download-the-scripts-and-model-outputs">Download the scripts and model outputs</a></li>
+<li><a href="#download-the-scripts-files-and-model-outputs">Download the scripts, files and model outputs</a></li>
 <li><a href="#get-the-data">Get the data</a></li>
         </ul></div><!--/div.accordion-body-->
     </div><!--/div.accordion-collapse-->
@@ -281,7 +281,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Setup - GPU</h1>
-        <p>Last updated on 2024-02-19 |
+        <p>Last updated on 2024-02-23 |
         
         <a href="https://https://github.com/erinmgraham/icwithcnn/edit/main/episodes/setup-gpu.html" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -341,7 +341,7 @@ <h3 class="callout-title">Install Python using Anaconda<a class="anchor" aria-la
 <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">Windows</h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <p>Check out the <a href="https://www.youtube.com/watch?v=xxQ0mzZ8UvA" class="external-link">Windows - Video
 tutorial</a> or:</p>
@@ -361,7 +361,7 @@ <h4 class="accordion-header" id="headingSolution1">Windows</h4>
 <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">MacOS</h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p>Check out the <a href="https://www.youtube.com/watch?v=TcSAln46u9U" class="external-link">Mac OS X - Video
 tutorial</a> or:</p>
@@ -379,7 +379,7 @@ <h4 class="accordion-header" id="headingSolution2">MacOS</h4>
 <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">Linux</h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <p>Note the following installation steps require you to work from the
 shell. If you run into any difficulties, please request help before the
@@ -433,9 +433,17 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
 inside of, and ‘base’ is the name given to the default environment
 included with every Anaconda distribution.</p>
 <p>To create a new environment for this lesson, the command starts with
-the conda keywords <code>conda create</code>, followed by a name for the
-new environment and the package(s) to install:</p>
-<pre class="code"><code>(base) C:\Users\Lab&gt; conda create --name cnn_workshop_gpu python=3.9 spyder seaborn  scikit-learn pandas</code></pre>
+the conda keywords <code>conda create</code>. This command can be
+followed by a name for the new environment and the package(s) to install
+but to make things easier, inside the script download folder, we have
+given you an environment.yml file to use instead. (See download link
+below if you haven’t already.)</p>
+<pre class="code"><code>(base) C:\Users\Lab&gt; conda env create --file cnn_workshop_gpu_environment.yml</code></pre>
+<p>If the yml is not in your current directory, you can specify the full
+path to the file, eg:</p>
+<pre class="code"><code>(base) C:\Users\Lab&gt; conda env create --file C:\Users\Lab\intro-image-classification-cnn\files\cnn_workshop_gpu_environment.yml</code></pre>
+<p>Be patient because it might take a while (15-20 min) for conda to
+work out all of the dependencies.</p>
 <p>After the environment is created we tell Anaconda to use the new
 environment with the conda keywords <code>conda activate</code> followed
 by the environment name:</p>
@@ -455,8 +463,7 @@ <h3 class="callout-title">Callout<a class="anchor" aria-label="anchor" href="#ca
 hardware, system, and software necessary for GPU support. Here we are
 following the <a href="https://www.tensorflow.org/install/pip#windows-native_1" class="external-link">Windows
 TensorFlow installation instructions</a> starting at <strong>Step 5. GPU
-setup</strong> but using Anaconda instead of Miniconda. Specific
-instructions can also be found there for <a href="https://www.tensorflow.org/install/pip#macos_1" class="external-link">MacOS</a> and <a href="https://www.tensorflow.org/install/pip#linux_1" class="external-link">Linux</a>
+setup</strong>. Specific instructions can also be found there for <a href="https://www.tensorflow.org/install/pip#macos_1" class="external-link">MacOS</a> and <a href="https://www.tensorflow.org/install/pip#linux_1" class="external-link">Linux</a>
 environments.</p>
 </div>
 </div>
@@ -473,7 +480,7 @@ <h3 id="nvidia-gpu">NVIDIA GPU<a class="anchor" aria-label="anchor" href="#nvidi
   <h3 class="accordion-header" id="headingSpoiler1">
 <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div>AMD GPU</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>First install AMD GPU driver [<a href="https://www.amd.com/en/support" class="external-link uri">https://www.amd.com/en/support</a>] if you have not.</p>
 <p>TODO Finish these instructions</p>
@@ -481,19 +488,6 @@ <h3 class="accordion-header" id="headingSpoiler1">
 </div>
 </div>
 </div>
-<p>There are two other packages we could not install when we created the
-environment, <code>tensorflow</code> and <code>scikeras</code>.</p>
-<p>To install these two packages we use a different package manager
-called <code>pip</code>.</p>
-<p><a href="" title="https://pip.pypa.io/en/stable/">pip</a> is the
-package management system for Python software packages. It is integrated
-into your local Python installation and runs regardless of your
-operating system too.</p>
-<pre class="code"><code>(cnn_workshop_gpu) C:\Users\Lab&gt;pip install --upgrade pip
-
-# Anything above 2.10 is not supported on the GPU on Windows Native
-(cnn_workshop_gpu) C:\Users\Lab&gt;pip install "tensorflow&lt;2.11"
-(cnn_workshop_gpu) C:\Users\Lab&gt;pip install scikeras</code></pre>
 </div>
 </section><section id="start-spyder"><h2 class="section-heading">Start Spyder<a class="anchor" aria-label="anchor" href="#start-spyder"></a>
 </h2>
@@ -512,25 +506,36 @@ <h3 class="accordion-header" id="headingSpoiler1">
 <div class="codewrapper sourceCode" id="cb7">
 <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" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> sklearn</span>
-<span id="cb7-2"><a href="#cb7-2" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'sklearn version: '</span>, sklearn.__version__)</span>
+<pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb7-1"><a href="#cb7-1" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> matplotlib</span>
+<span id="cb7-2"><a href="#cb7-2" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'matplotlib version: '</span>, matplotlib.__version__)</span>
 <span id="cb7-3"><a href="#cb7-3" aria-hidden="true" tabindex="-1"></a></span>
-<span id="cb7-4"><a href="#cb7-4" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> seaborn</span>
-<span id="cb7-5"><a href="#cb7-5" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'seaborn version: '</span>, seaborn.__version__)</span>
+<span id="cb7-4"><a href="#cb7-4" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> numpy</span>
+<span id="cb7-5"><a href="#cb7-5" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'numpy version: '</span>, numpy.__version__)</span>
 <span id="cb7-6"><a href="#cb7-6" aria-hidden="true" tabindex="-1"></a></span>
 <span id="cb7-7"><a href="#cb7-7" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> pandas</span>
 <span id="cb7-8"><a href="#cb7-8" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'pandas version: '</span>, pandas.__version__)</span>
 <span id="cb7-9"><a href="#cb7-9" aria-hidden="true" tabindex="-1"></a></span>
-<span id="cb7-10"><a href="#cb7-10" aria-hidden="true" tabindex="-1"></a><span class="im">from</span> tensorflow <span class="im">import</span> keras</span>
-<span id="cb7-11"><a href="#cb7-11" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'Keras version: '</span>, keras.__version__)</span>
+<span id="cb7-10"><a href="#cb7-10" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> seaborn</span>
+<span id="cb7-11"><a href="#cb7-11" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'seaborn version: '</span>, seaborn.__version__)</span>
 <span id="cb7-12"><a href="#cb7-12" aria-hidden="true" tabindex="-1"></a></span>
-<span id="cb7-13"><a href="#cb7-13" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> tensorflow</span>
-<span id="cb7-14"><a href="#cb7-14" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'Tensorflow version: '</span>, tensorflow.__version__)</span></code></pre>
+<span id="cb7-13"><a href="#cb7-13" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> sklearn</span>
+<span id="cb7-14"><a href="#cb7-14" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'sklearn version: '</span>, sklearn.__version__)</span>
+<span id="cb7-15"><a href="#cb7-15" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb7-16"><a href="#cb7-16" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> scikeras</span>
+<span id="cb7-17"><a href="#cb7-17" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'scikeras version: '</span>, scikeras.__version__)</span>
+<span id="cb7-18"><a href="#cb7-18" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb7-19"><a href="#cb7-19" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> tensorflow</span>
+<span id="cb7-20"><a href="#cb7-20" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'Tensorflow version: '</span>, tensorflow.__version__)</span>
+<span id="cb7-21"><a href="#cb7-21" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb7-22"><a href="#cb7-22" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">"Num GPUs Available: "</span>, <span class="bu">len</span>(tensorflow.config.experimental.list_physical_devices(<span class="st">'GPU'</span>)))</span></code></pre>
 </div>
-</section><section id="download-the-scripts-and-model-outputs"><h2 class="section-heading">Download the scripts and model outputs<a class="anchor" aria-label="anchor" href="#download-the-scripts-and-model-outputs"></a>
+<p>This should output the versions of all required packages without
+giving errors and well as the number of GPU’s tensorflow has
+detected.</p>
+</section><section id="download-the-scripts-files-and-model-outputs"><h2 class="section-heading">Download the scripts, files and model outputs<a class="anchor" aria-label="anchor" href="#download-the-scripts-files-and-model-outputs"></a>
 </h2>
-<hr class="half-width"><p>Download the <a href="https://drive.google.com/file/d/1SpcusVYomhukFKWuUcK7LwF7RtrKB8Z_/view?usp=drive_link" class="external-link">script
-files and model outputs</a>.</p>
+<hr class="half-width"><p>Download the <a href="https://drive.google.com/file/d/1SpcusVYomhukFKWuUcK7LwF7RtrKB8Z_/view?usp=drive_link" class="external-link">scripts,
+files, and model outputs</a>.</p>
 </section><section id="get-the-data"><h2 class="section-heading">Get the data<a class="anchor" aria-label="anchor" href="#get-the-data"></a>
 </h2>
 <hr class="half-width"><p>This lesson uses the CIFAR-10 image data that comes prepackaged with
@@ -598,8 +603,8 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
   "url": "https://.github.io/github.com/instructor/setup-gpu.html",
   "identifier": "https://.github.io/github.com/instructor/setup-gpu.html",
   "dateCreated": "2023-05-03",
-  "dateModified": "2024-02-19",
-  "datePublished": "2024-02-20"
+  "dateModified": "2024-02-23",
+  "datePublished": "2024-02-23"
 }
 
   </script><script>
diff --git a/key-points.html b/key-points.html
index 430487b6..ad2c3367 100644
--- a/key-points.html
+++ b/key-points.html
@@ -441,8 +441,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "url": "https://.github.io/github.com/key-points.html",
   "identifier": "https://.github.io/github.com/key-points.html",
   "dateCreated": "2023-05-03",
-  "dateModified": "2024-02-20",
-  "datePublished": "2024-02-20"
+  "dateModified": "2024-02-23",
+  "datePublished": "2024-02-23"
 }
 
   </script><script>
diff --git a/md5sum.txt b/md5sum.txt
index 59300ffc..b6994aba 100644
--- a/md5sum.txt
+++ b/md5sum.txt
@@ -4,7 +4,7 @@
 "config.yaml" "f5019cd49ac25aff1ae8517cc3af7c2e" "site/built/config.yaml" "2023-09-25"
 "index.md" "a02c9c785ed98ddd84fe3d34ddb12fcd" "site/built/index.md" "2023-08-22"
 "links.md" "8184cf4149eafbf03ce8da8ff0778c14" "site/built/links.md" "2023-08-22"
-"episodes/setup-gpu.md" "20d955261ddef4fb8ddd8e81fd700507" "site/built/setup-gpu.md" "2024-02-19"
+"episodes/setup-gpu.md" "fad3fa7635f7b6b718dd14b33e40c6cf" "site/built/setup-gpu.md" "2024-02-23"
 "episodes/01-introduction.md" "84b5ec3f43b005b9d30416e976888d09" "site/built/01-introduction.md" "2024-02-14"
 "episodes/02-image-data.md" "a5d98377866103717f42b2a73e375eb0" "site/built/02-image-data.md" "2024-02-09"
 "episodes/03-build-cnn.md" "0e2a686fd64ddf99d1af787ca5d1679f" "site/built/03-build-cnn.md" "2024-02-09"
@@ -13,5 +13,5 @@
 "episodes/06-conclusion.md" "355eb6cf9a882cf04c6672b093ec16ba" "site/built/06-conclusion.md" "2024-02-13"
 "instructors/instructor-notes.md" "cae72b6712578d74a49fea7513099f8c" "site/built/instructor-notes.md" "2023-08-22"
 "learners/reference.md" "1c7cc4e229304d9806a13f69ca1b8ba4" "site/built/reference.md" "2023-09-25"
-"learners/setup.md" "0c4abc6bb33134d57ba29bf245f690ea" "site/built/setup.md" "2024-02-19"
+"learners/setup.md" "ea70383e29ec3c10a93cef8d942c2bdb" "site/built/setup.md" "2024-02-23"
 "profiles/learner-profiles.md" "60b93493cf1da06dfd63255d73854461" "site/built/learner-profiles.md" "2023-08-22"
diff --git a/pkgdown.yml b/pkgdown.yml
index 20dbb7a1..c4d44dc7 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -2,5 +2,5 @@ pandoc: 2.19.2
 pkgdown: 2.0.7
 pkgdown_sha: ~
 articles: {}
-last_built: 2024-02-20T00:26Z
+last_built: 2024-02-23T05:47Z
 
diff --git a/profiles.html b/profiles.html
index 5d3056e8..6f74b3fa 100644
--- a/profiles.html
+++ b/profiles.html
@@ -302,8 +302,8 @@ <h1>Learner Profiles</h1>
   "url": "https://.github.io/github.com/profiles.html",
   "identifier": "https://.github.io/github.com/profiles.html",
   "dateCreated": "2023-05-03",
-  "dateModified": "2024-02-20",
-  "datePublished": "2024-02-20"
+  "dateModified": "2024-02-23",
+  "datePublished": "2024-02-23"
 }
 
   </script><script>
diff --git a/reference.html b/reference.html
index 85fc01ec..058eedb1 100644
--- a/reference.html
+++ b/reference.html
@@ -342,7 +342,7 @@ <h1>Reference</h1>
   "identifier": "https://.github.io/github.com/reference.html",
   "dateCreated": "2023-05-03",
   "dateModified": "2023-09-25",
-  "datePublished": "2024-02-20"
+  "datePublished": "2024-02-23"
 }
 
   </script><script>
diff --git a/setup-gpu.html b/setup-gpu.html
index 3b2de3eb..4dad480d 100644
--- a/setup-gpu.html
+++ b/setup-gpu.html
@@ -161,7 +161,7 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
 <li><a href="#install-the-required-packages">Install the required packages</a></li>
 <li><a href="#start-spyder">Start Spyder</a></li>
 <li><a href="#check-your-setup">Check your setup</a></li>
-<li><a href="#download-the-scripts-and-model-outputs">Download the scripts and model outputs</a></li>
+<li><a href="#download-the-scripts-files-and-model-outputs">Download the scripts, files and model outputs</a></li>
 <li><a href="#get-the-data">Get the data</a></li>
         </ul></div><!--/div.accordion-body-->
     </div><!--/div.accordion-collapse-->
@@ -281,7 +281,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Setup - GPU</h1>
-        <p>Last updated on 2024-02-19 |
+        <p>Last updated on 2024-02-23 |
         
         <a href="https://https://github.com/erinmgraham/icwithcnn/edit/main/episodes/setup-gpu.html" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -339,7 +339,7 @@ <h3 class="callout-title">Install Python using Anaconda<a class="anchor" aria-la
 <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">Windows</h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <p>Check out the <a href="https://www.youtube.com/watch?v=xxQ0mzZ8UvA" class="external-link">Windows - Video
 tutorial</a> or:</p>
@@ -359,7 +359,7 @@ <h4 class="accordion-header" id="headingSolution1">Windows</h4>
 <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">MacOS</h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p>Check out the <a href="https://www.youtube.com/watch?v=TcSAln46u9U" class="external-link">Mac OS X - Video
 tutorial</a> or:</p>
@@ -377,7 +377,7 @@ <h4 class="accordion-header" id="headingSolution2">MacOS</h4>
 <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">Linux</h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <p>Note the following installation steps require you to work from the
 shell. If you run into any difficulties, please request help before the
@@ -431,9 +431,17 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
 inside of, and ‘base’ is the name given to the default environment
 included with every Anaconda distribution.</p>
 <p>To create a new environment for this lesson, the command starts with
-the conda keywords <code>conda create</code>, followed by a name for the
-new environment and the package(s) to install:</p>
-<pre class="code"><code>(base) C:\Users\Lab&gt; conda create --name cnn_workshop_gpu python=3.9 spyder seaborn  scikit-learn pandas</code></pre>
+the conda keywords <code>conda create</code>. This command can be
+followed by a name for the new environment and the package(s) to install
+but to make things easier, inside the script download folder, we have
+given you an environment.yml file to use instead. (See download link
+below if you haven’t already.)</p>
+<pre class="code"><code>(base) C:\Users\Lab&gt; conda env create --file cnn_workshop_gpu_environment.yml</code></pre>
+<p>If the yml is not in your current directory, you can specify the full
+path to the file, eg:</p>
+<pre class="code"><code>(base) C:\Users\Lab&gt; conda env create --file C:\Users\Lab\intro-image-classification-cnn\files\cnn_workshop_gpu_environment.yml</code></pre>
+<p>Be patient because it might take a while (15-20 min) for conda to
+work out all of the dependencies.</p>
 <p>After the environment is created we tell Anaconda to use the new
 environment with the conda keywords <code>conda activate</code> followed
 by the environment name:</p>
@@ -453,8 +461,7 @@ <h3 class="callout-title">Callout<a class="anchor" aria-label="anchor" href="#ca
 hardware, system, and software necessary for GPU support. Here we are
 following the <a href="https://www.tensorflow.org/install/pip#windows-native_1" class="external-link">Windows
 TensorFlow installation instructions</a> starting at <strong>Step 5. GPU
-setup</strong> but using Anaconda instead of Miniconda. Specific
-instructions can also be found there for <a href="https://www.tensorflow.org/install/pip#macos_1" class="external-link">MacOS</a> and <a href="https://www.tensorflow.org/install/pip#linux_1" class="external-link">Linux</a>
+setup</strong>. Specific instructions can also be found there for <a href="https://www.tensorflow.org/install/pip#macos_1" class="external-link">MacOS</a> and <a href="https://www.tensorflow.org/install/pip#linux_1" class="external-link">Linux</a>
 environments.</p>
 </div>
 </div>
@@ -471,7 +478,7 @@ <h3 id="nvidia-gpu">NVIDIA GPU<a class="anchor" aria-label="anchor" href="#nvidi
   <h3 class="accordion-header" id="headingSpoiler1">
 <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div>AMD GPU</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>First install AMD GPU driver [<a href="https://www.amd.com/en/support" class="external-link uri">https://www.amd.com/en/support</a>] if you have not.</p>
 <p>TODO Finish these instructions</p>
@@ -479,19 +486,6 @@ <h3 class="accordion-header" id="headingSpoiler1">
 </div>
 </div>
 </div>
-<p>There are two other packages we could not install when we created the
-environment, <code>tensorflow</code> and <code>scikeras</code>.</p>
-<p>To install these two packages we use a different package manager
-called <code>pip</code>.</p>
-<p><a href="" title="https://pip.pypa.io/en/stable/">pip</a> is the
-package management system for Python software packages. It is integrated
-into your local Python installation and runs regardless of your
-operating system too.</p>
-<pre class="code"><code>(cnn_workshop_gpu) C:\Users\Lab&gt;pip install --upgrade pip
-
-# Anything above 2.10 is not supported on the GPU on Windows Native
-(cnn_workshop_gpu) C:\Users\Lab&gt;pip install "tensorflow&lt;2.11"
-(cnn_workshop_gpu) C:\Users\Lab&gt;pip install scikeras</code></pre>
 </div>
 </section><section id="start-spyder"><h2 class="section-heading">Start Spyder<a class="anchor" aria-label="anchor" href="#start-spyder"></a>
 </h2>
@@ -510,25 +504,36 @@ <h3 class="accordion-header" id="headingSpoiler1">
 <div class="codewrapper sourceCode" id="cb7">
 <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" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> sklearn</span>
-<span id="cb7-2"><a href="#cb7-2" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'sklearn version: '</span>, sklearn.__version__)</span>
+<pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb7-1"><a href="#cb7-1" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> matplotlib</span>
+<span id="cb7-2"><a href="#cb7-2" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'matplotlib version: '</span>, matplotlib.__version__)</span>
 <span id="cb7-3"><a href="#cb7-3" aria-hidden="true" tabindex="-1"></a></span>
-<span id="cb7-4"><a href="#cb7-4" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> seaborn</span>
-<span id="cb7-5"><a href="#cb7-5" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'seaborn version: '</span>, seaborn.__version__)</span>
+<span id="cb7-4"><a href="#cb7-4" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> numpy</span>
+<span id="cb7-5"><a href="#cb7-5" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'numpy version: '</span>, numpy.__version__)</span>
 <span id="cb7-6"><a href="#cb7-6" aria-hidden="true" tabindex="-1"></a></span>
 <span id="cb7-7"><a href="#cb7-7" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> pandas</span>
 <span id="cb7-8"><a href="#cb7-8" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'pandas version: '</span>, pandas.__version__)</span>
 <span id="cb7-9"><a href="#cb7-9" aria-hidden="true" tabindex="-1"></a></span>
-<span id="cb7-10"><a href="#cb7-10" aria-hidden="true" tabindex="-1"></a><span class="im">from</span> tensorflow <span class="im">import</span> keras</span>
-<span id="cb7-11"><a href="#cb7-11" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'Keras version: '</span>, keras.__version__)</span>
+<span id="cb7-10"><a href="#cb7-10" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> seaborn</span>
+<span id="cb7-11"><a href="#cb7-11" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'seaborn version: '</span>, seaborn.__version__)</span>
 <span id="cb7-12"><a href="#cb7-12" aria-hidden="true" tabindex="-1"></a></span>
-<span id="cb7-13"><a href="#cb7-13" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> tensorflow</span>
-<span id="cb7-14"><a href="#cb7-14" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'Tensorflow version: '</span>, tensorflow.__version__)</span></code></pre>
+<span id="cb7-13"><a href="#cb7-13" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> sklearn</span>
+<span id="cb7-14"><a href="#cb7-14" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'sklearn version: '</span>, sklearn.__version__)</span>
+<span id="cb7-15"><a href="#cb7-15" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb7-16"><a href="#cb7-16" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> scikeras</span>
+<span id="cb7-17"><a href="#cb7-17" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'scikeras version: '</span>, scikeras.__version__)</span>
+<span id="cb7-18"><a href="#cb7-18" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb7-19"><a href="#cb7-19" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> tensorflow</span>
+<span id="cb7-20"><a href="#cb7-20" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">'Tensorflow version: '</span>, tensorflow.__version__)</span>
+<span id="cb7-21"><a href="#cb7-21" aria-hidden="true" tabindex="-1"></a></span>
+<span id="cb7-22"><a href="#cb7-22" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="st">"Num GPUs Available: "</span>, <span class="bu">len</span>(tensorflow.config.experimental.list_physical_devices(<span class="st">'GPU'</span>)))</span></code></pre>
 </div>
-</section><section id="download-the-scripts-and-model-outputs"><h2 class="section-heading">Download the scripts and model outputs<a class="anchor" aria-label="anchor" href="#download-the-scripts-and-model-outputs"></a>
+<p>This should output the versions of all required packages without
+giving errors and well as the number of GPU’s tensorflow has
+detected.</p>
+</section><section id="download-the-scripts-files-and-model-outputs"><h2 class="section-heading">Download the scripts, files and model outputs<a class="anchor" aria-label="anchor" href="#download-the-scripts-files-and-model-outputs"></a>
 </h2>
-<hr class="half-width"><p>Download the <a href="https://drive.google.com/file/d/1SpcusVYomhukFKWuUcK7LwF7RtrKB8Z_/view?usp=drive_link" class="external-link">script
-files and model outputs</a>.</p>
+<hr class="half-width"><p>Download the <a href="https://drive.google.com/file/d/1SpcusVYomhukFKWuUcK7LwF7RtrKB8Z_/view?usp=drive_link" class="external-link">scripts,
+files, and model outputs</a>.</p>
 </section><section id="get-the-data"><h2 class="section-heading">Get the data<a class="anchor" aria-label="anchor" href="#get-the-data"></a>
 </h2>
 <hr class="half-width"><p>This lesson uses the CIFAR-10 image data that comes prepackaged with
@@ -596,8 +601,8 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
   "url": "https://.github.io/github.com/setup-gpu.html",
   "identifier": "https://.github.io/github.com/setup-gpu.html",
   "dateCreated": "2023-05-03",
-  "dateModified": "2024-02-19",
-  "datePublished": "2024-02-20"
+  "dateModified": "2024-02-23",
+  "datePublished": "2024-02-23"
 }
 
   </script><script>