From 21e24d93b01a3c4a935b095e461da14fb33942f0 Mon Sep 17 00:00:00 2001
From: GitHub Actions <actions@github.com>
Date: Tue, 25 Jun 2024 02:53:50 +0000
Subject: [PATCH] site deploy

Auto-generated via {sandpaper}
Source  : 7f8f51192aac40d6caaf0b6b35544b66a14f89cb
Branch  : md-outputs
Author  : GitHub Actions <actions@github.com>
Time    : 2024-06-25 02:53:36 +0000
Message : markdown source builds

Auto-generated via {sandpaper}
Source  : 0dace51bc00c109361048877e7227c801c14d4ff
Branch  : main
Author  : Jason Bell <j.bell@cqu.edu.au>
Time    : 2024-06-25 02:52:43 +0000
Message : Jason Bell - Added Linux screen shots for setup.
---
 01-introduction.html                          |   2 +-
 02-image-data.html                            |  10 +--
 03-build-cnn.html                             |  20 +++---
 04-fit-cnn.html                               |  18 ++---
 05-evaluate-predict-cnn.html                  |  14 ++--
 aio.html                                      |  64 +++++++++---------
 fig/00_linux-conda-activate-cnn_workshop.png  | Bin 0 -> 60586 bytes
 ...eate-conda-enviroment-using-yml-file-1.png | Bin 0 -> 54234 bytes
 ...eate-conda-enviroment-using-yml-file-2.png | Bin 0 -> 66063 bytes
 ...eate-conda-enviroment-using-yml-file-3.png | Bin 0 -> 235201 bytes
 ...eate-conda-enviroment-using-yml-file-4.png | Bin 0 -> 51054 bytes
 ...eate-conda-enviroment-using-yml-file-5.png | Bin 0 -> 276564 bytes
 instructor/01-introduction.html               |   2 +-
 instructor/02-image-data.html                 |  10 +--
 instructor/03-build-cnn.html                  |  20 +++---
 instructor/04-fit-cnn.html                    |  18 ++---
 instructor/05-evaluate-predict-cnn.html       |  14 ++--
 instructor/aio.html                           |  64 +++++++++---------
 pkgdown.yml                                   |   2 +-
 19 files changed, 129 insertions(+), 129 deletions(-)
 create mode 100644 fig/00_linux-conda-activate-cnn_workshop.png
 create mode 100644 fig/00_linux-create-conda-enviroment-using-yml-file-1.png
 create mode 100644 fig/00_linux-create-conda-enviroment-using-yml-file-2.png
 create mode 100644 fig/00_linux-create-conda-enviroment-using-yml-file-3.png
 create mode 100644 fig/00_linux-create-conda-enviroment-using-yml-file-4.png
 create mode 100644 fig/00_linux-create-conda-enviroment-using-yml-file-5.png

diff --git a/01-introduction.html b/01-introduction.html
index 0cacfe5..a9bee1c 100644
--- a/01-introduction.html
+++ b/01-introduction.html
@@ -571,7 +571,7 @@ <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>
diff --git a/02-image-data.html b/02-image-data.html
index 18e57b4..00b1509 100644
--- a/02-image-data.html
+++ b/02-image-data.html
@@ -547,7 +547,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <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> WANT TO KNOW MORE: Python image libraries </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>Two of the most commonly used libraries for image representation and
 manipulation are NumPy and Pillow (PIL). Additionally, when working with
@@ -672,7 +672,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <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> WANT TO KNOW MORE: Why normalise? </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>Normalizing the RGB values to be between 0 and 1 is a common
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   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
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 <div class="codewrapper sourceCode" id="cb11">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
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   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <p>A. Training Set</p>
 <div class="codewrapper sourceCode" id="cb14">
@@ -1029,7 +1029,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button spoiler-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSpoiler3" aria-expanded="false" aria-controls="collapseSpoiler3">
   <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: Data Splitting Techniques </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>ChatGPT</p>
 <p>Data is typically split into the training, validation, and test data
diff --git a/03-build-cnn.html b/03-build-cnn.html
index 7a5fcc8..0b10e80 100644
--- a/03-build-cnn.html
+++ b/03-build-cnn.html
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 <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">
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 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
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 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
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 <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>
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 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
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 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
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 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
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 <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">
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 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
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 <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">
 <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>
@@ -817,7 +817,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <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> What does Flatten mean exactly? </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>A flatten layer function is typically used to transform the
 two-dimensional arrays (matrices) generated by the convolutional and
@@ -892,7 +892,7 @@ <h3 class="callout-title">CHALLENGE Using the four layer types above, create a h
 <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">
 <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>
@@ -962,7 +962,7 @@ <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="#collapseSolution7" aria-expanded="false" aria-controls="collapseSolution7">
   <h4 class="accordion-header" id="headingSolution7"> Show me the solution </h4>
 </button>
-<div id="collapseSolution7" class="accordion-collapse collapse" aria-labelledby="headingSolution7" data-bs-parent="#accordionSolution7">
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 <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>
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 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution8" aria-expanded="false" aria-controls="collapseSolution8">
   <h4 class="accordion-header" id="headingSolution8"> Show me the solution </h4>
 </button>
-<div id="collapseSolution8" class="accordion-collapse collapse" aria-labelledby="headingSolution8" data-bs-parent="#accordionSolution8">
+<div id="collapseSolution8" class="accordion-collapse collapse" data-bs-parent="#accordionSolution8" aria-labelledby="headingSolution8">
 <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>
@@ -1122,7 +1122,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <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> Explain the summary output </h3>
 </button>
-<div id="collapseSpoiler2" class="accordion-collapse collapse" aria-labelledby="headingSpoiler2" data-bs-parent="#accordionSpoiler2">
+<div id="collapseSpoiler2" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler2" aria-labelledby="headingSpoiler2">
 <div class="accordion-body">
 <p>The Model.summary() output has three columns:</p>
 <ol style="list-style-type: decimal"><li>Layer (type) lists the name and type of each layer.  
diff --git a/04-fit-cnn.html b/04-fit-cnn.html
index e87cef9..dae7535 100644
--- a/04-fit-cnn.html
+++ b/04-fit-cnn.html
@@ -471,7 +471,7 @@ <h4 id="optimizer">Optimizer<a class="anchor" aria-label="anchor" href="#optimiz
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   <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" 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>ChatGPT</p>
 <p><strong>Learning rate</strong> is a hyperparameter that determines
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 <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>
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 <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>
@@ -701,7 +701,7 @@ <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="#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">
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 <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>
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   <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" aria-labelledby="headingSpoiler2" data-bs-parent="#accordionSpoiler2">
+<div id="collapseSpoiler2" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler2" aria-labelledby="headingSpoiler2">
 <div class="accordion-body">
 <p>ChatGPT</p>
 <p>The choice of batch size can have various implications, and there are
@@ -822,7 +822,7 @@ <h3 class="callout-title">CHALLENGE Inspect the Training Curve<a class="anchor"
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   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <ol style="list-style-type: decimal"><li>Key things to look for for:  
 <ul><li>Loss
@@ -876,7 +876,7 @@ <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
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   <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" aria-labelledby="headingSpoiler3" data-bs-parent="#accordionSpoiler3">
+<div id="collapseSpoiler3" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler3" aria-labelledby="headingSpoiler3">
 <div class="accordion-body">
 <p>Underfitting occurs when the model is too simple or lacks the
 capacity to capture the underlying patterns and relationships present in
@@ -980,7 +980,7 @@ <h3 class="callout-title">CHALLENGE Create a function that defines a CNN with Dr
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   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
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 <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>
@@ -1045,7 +1045,7 @@ <h3 class="callout-title">CHALLENGE Does adding Dropout improve our model?<a cla
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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">
 <div class="codewrapper sourceCode" id="cb14">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1100,7 +1100,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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   <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 techniques </h3>
 </button>
-<div id="collapseSpoiler4" class="accordion-collapse collapse" aria-labelledby="headingSpoiler4" data-bs-parent="#accordionSpoiler4">
+<div id="collapseSpoiler4" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler4" aria-labelledby="headingSpoiler4">
 <div class="accordion-body">
 <p>ChatGPT</p>
 <p>Regularization methods introduce constraints or penalties to the
diff --git a/05-evaluate-predict-cnn.html b/05-evaluate-predict-cnn.html
index 2a03550..8a02983 100644
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@@ -423,7 +423,7 @@ <h3 class="callout-title">CHALLENGE How big should our test data set be?<a class
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 <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
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@@ -651,7 +651,7 @@ <h3 class="callout-title">CHALLENGE Confusion Matrix<a class="anchor" aria-label
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 <p>A1. The confusion matrix illustrates that the predictions are not bad
 but can be improved.</p>
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 <p>A1. Varying the dropout rate</p>
 <p>The code below instantiates and trains a model with varying dropout
@@ -863,7 +863,7 @@ <h3 class="callout-title">CHALLENGE Tune Optimizer using Grid Search<a class="an
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@@ -1022,7 +1022,7 @@ <h3 class="callout-title">CHALLENGE Tune Activation Function using For Loop<a cl
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 <p>The code below serves as a practical means for exploring activation
 performance on an image dataset.</p>
@@ -1128,7 +1128,7 @@ <h3 class="callout-title">CHALLENGE What could be next steps to further improve
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   <h4 class="accordion-header" id="headingSolution7"> Show me the solution </h4>
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 <p>This is an open question.</p>
 <p>Regarding the model architecture:</p>
diff --git a/aio.html b/aio.html
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@@ -621,7 +621,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Output
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 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1199,7 +1199,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
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   <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: Python image libraries </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">
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 <p>Two of the most commonly used libraries for image representation and
 manipulation are NumPy and Pillow (PIL). Additionally, when working with
@@ -1342,7 +1342,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
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   <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: Why normalise? </h3>
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 <p>ChatGPT</p>
 <p>Normalizing the RGB values to be between 0 and 1 is a common
@@ -1601,7 +1601,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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 </button>
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@@ -1702,7 +1702,7 @@ <h3 class="callout-title">CHALLENGE Training and Validation<a class="anchor" ari
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 <p>A. Training Set</p>
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@@ -1741,7 +1741,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
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   <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: Data Splitting Techniques </h3>
 </button>
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 <p>ChatGPT</p>
 <p>Data is typically split into the training, validation, and test data
@@ -2008,7 +2008,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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   <h3 class="accordion-header" id="headingSpoiler1">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div> What does Flatten mean exactly? </h3>
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 <p>A flatten layer function is typically used to transform the
 two-dimensional arrays (matrices) generated by the convolutional and
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   <h3 class="accordion-header" id="headingSpoiler2">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div> Explain the summary output </h3>
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 <p>The Model.summary() output has three columns:</p>
 <ol style="list-style-type: decimal">
@@ -2957,7 +2957,7 @@ <h4 id="optimizer">Optimizer<a class="anchor" aria-label="anchor" href="#optimiz
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   <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>
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 <p>ChatGPT</p>
 <p><strong>Learning rate</strong> is a hyperparameter that determines
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   <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>
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 <p>ChatGPT</p>
 <p>The choice of batch size can have various implications, and there are
@@ -3322,7 +3322,7 @@ <h3 class="callout-title">CHALLENGE Inspect the Training Curve<a class="anchor"
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   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
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 <ol style="list-style-type: decimal">
 <li>Key things to look for for:  
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   <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>
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 <p>Underfitting occurs when the model is too simple or lacks the
 capacity to capture the underlying patterns and relationships present in
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 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
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 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -3570,7 +3570,7 @@ <h3 class="callout-title">CHALLENGE Does adding Dropout improve our model?<a cla
 <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">
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 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -3625,7 +3625,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button spoiler-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSpoiler4" aria-expanded="false" aria-controls="collapseSpoiler4">
   <h3 class="accordion-header" id="headingSpoiler4">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div> WANT TO KNOW MORE: Regularization techniques </h3>
 </button>
-<div id="collapseSpoiler4" class="accordion-collapse collapse" aria-labelledby="headingSpoiler4" data-bs-parent="#accordionSpoiler4">
+<div id="collapseSpoiler4" class="accordion-collapse collapse" data-bs-parent="#accordionSpoiler4" aria-labelledby="headingSpoiler4">
 <div class="accordion-body">
 <p>ChatGPT</p>
 <p>Regularization methods introduce constraints or penalties to the
@@ -3828,7 +3828,7 @@ <h3 class="callout-title">CHALLENGE How big should our test data set be?<a class
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>It depends! Recall in an <a href="02-image-data.html">Episode 02
 Introduction to Image Data</a> Callout we talked about the different
@@ -3888,7 +3888,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
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@@ -4063,7 +4063,7 @@ <h3 class="callout-title">CHALLENGE Confusion Matrix<a class="anchor" aria-label
 <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" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <p>A1. The confusion matrix illustrates that the predictions are not bad
 but can be improved.</p>
@@ -4155,7 +4155,7 @@ <h3 class="code-label">SH<i aria-hidden="true" data-feather="chevron-left"></i><
 <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" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
 <div class="accordion-body">
 <p>A1. Varying the dropout rate</p>
 <p>The code below instantiates and trains a model with varying dropout
@@ -4292,7 +4292,7 @@ <h3 class="callout-title">CHALLENGE Tune Optimizer using Grid Search<a class="an
 <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" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
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@@ -4476,7 +4476,7 @@ <h3 class="callout-title">CHALLENGE Tune Activation Function using For Loop<a cl
 <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" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
+<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
 <div class="accordion-body">
 <p>The code below serves as a practical means for exploring activation
 performance on an image dataset.</p>
@@ -4584,7 +4584,7 @@ <h3 class="callout-title">CHALLENGE What could be next steps to further improve
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution7" aria-expanded="false" aria-controls="collapseSolution7">
   <h4 class="accordion-header" id="headingSolution7"> Show me the solution </h4>
 </button>
-<div id="collapseSolution7" class="accordion-collapse collapse" data-bs-parent="#accordionSolution7" aria-labelledby="headingSolution7">
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 <div class="accordion-body">
 <p>This is an open question.</p>
 <p>Regarding the model architecture:</p>
diff --git a/fig/00_linux-conda-activate-cnn_workshop.png b/fig/00_linux-conda-activate-cnn_workshop.png
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diff --git a/instructor/01-introduction.html b/instructor/01-introduction.html
index 140e8c2..911c9c4 100644
--- a/instructor/01-introduction.html
+++ b/instructor/01-introduction.html
@@ -573,7 +573,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Output
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 </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>
diff --git a/instructor/02-image-data.html b/instructor/02-image-data.html
index 503e212..ab22362 100644
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   <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: Python image libraries </h3>
 </button>
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 <p>Two of the most commonly used libraries for image representation and
 manipulation are NumPy and Pillow (PIL). Additionally, when working with
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   <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: Why normalise? </h3>
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 <p>ChatGPT</p>
 <p>Normalizing the RGB values to be between 0 and 1 is a common
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   <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: Data Splitting Techniques </h3>
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 <p>ChatGPT</p>
 <p>Data is typically split into the training, validation, and test data
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   <h3 class="accordion-header" id="headingSpoiler1">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div> What does Flatten mean exactly? </h3>
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 <p>A flatten layer function is typically used to transform the
 two-dimensional arrays (matrices) generated by the convolutional and
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   <h3 class="accordion-header" id="headingSpoiler2">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div> Explain the summary output </h3>
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 <p>The Model.summary() output has three columns:</p>
 <ol style="list-style-type: decimal"><li>Layer (type) lists the name and type of each layer.  
diff --git a/instructor/04-fit-cnn.html b/instructor/04-fit-cnn.html
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@@ -473,7 +473,7 @@ <h4 id="optimizer">Optimizer<a class="anchor" aria-label="anchor" href="#optimiz
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   <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>
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 <p>ChatGPT</p>
 <p><strong>Learning rate</strong> is a hyperparameter that determines
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 <p>ChatGPT</p>
 <p>The choice of batch size can have various implications, and there are
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 <ol style="list-style-type: decimal"><li>Key things to look for for:  
 <ul><li>Loss
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   <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>
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 <p>Underfitting occurs when the model is too simple or lacks the
 capacity to capture the underlying patterns and relationships present in
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   <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 techniques </h3>
 </button>
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 <p>ChatGPT</p>
 <p>Regularization methods introduce constraints or penalties to the
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 <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
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 <p>A1. The confusion matrix illustrates that the predictions are not bad
 but can be improved.</p>
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 <p>A1. Varying the dropout rate</p>
 <p>The code below instantiates and trains a model with varying dropout
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 <p>The code below serves as a practical means for exploring activation
 performance on an image dataset.</p>
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 <p>This is an open question.</p>
 <p>Regarding the model architecture:</p>
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   <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: Python image libraries </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">
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 <p>Two of the most commonly used libraries for image representation and
 manipulation are NumPy and Pillow (PIL). Additionally, when working with
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   <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: Why normalise? </h3>
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 <p>ChatGPT</p>
 <p>Normalizing the RGB values to be between 0 and 1 is a common
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 <p>A. Training Set</p>
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   <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: Data Splitting Techniques </h3>
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 <p>ChatGPT</p>
 <p>Data is typically split into the training, validation, and test data
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   <h3 class="accordion-header" id="headingSpoiler1">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div> What does Flatten mean exactly? </h3>
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 <p>A flatten layer function is typically used to transform the
 two-dimensional arrays (matrices) generated by the convolutional and
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   <h3 class="accordion-header" id="headingSpoiler2">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="eye"></i></div> Explain the summary output </h3>
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 <p>The Model.summary() output has three columns:</p>
 <ol style="list-style-type: decimal">
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   <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>
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 <p>ChatGPT</p>
 <p><strong>Learning rate</strong> is a hyperparameter that determines
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 <p>ChatGPT</p>
 <p>The choice of batch size can have various implications, and there are
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 <li>Key things to look for for:  
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   <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>
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 <p>Underfitting occurs when the model is too simple or lacks the
 capacity to capture the underlying patterns and relationships present in
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   <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 techniques </h3>
 </button>
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 <p>ChatGPT</p>
 <p>Regularization methods introduce constraints or penalties to the
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 <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
@@ -3895,7 +3895,7 @@ <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="#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="cb5">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -4070,7 +4070,7 @@ <h3 class="callout-title">CHALLENGE Confusion Matrix<a class="anchor" aria-label
 <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" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <p>A1. The confusion matrix illustrates that the predictions are not bad
 but can be improved.</p>
@@ -4162,7 +4162,7 @@ <h3 class="code-label">SH<i aria-hidden="true" data-feather="chevron-left"></i><
 <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" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
 <div class="accordion-body">
 <p>A1. Varying the dropout rate</p>
 <p>The code below instantiates and trains a model with varying dropout
@@ -4299,7 +4299,7 @@ <h3 class="callout-title">CHALLENGE Tune Optimizer using Grid Search<a class="an
 <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" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb19">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -4483,7 +4483,7 @@ <h3 class="callout-title">CHALLENGE Tune Activation Function using For Loop<a cl
 <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" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
+<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
 <div class="accordion-body">
 <p>The code below serves as a practical means for exploring activation
 performance on an image dataset.</p>
@@ -4591,7 +4591,7 @@ <h3 class="callout-title">CHALLENGE What could be next steps to further improve
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution7" aria-expanded="false" aria-controls="collapseSolution7">
   <h4 class="accordion-header" id="headingSolution7"> Show me the solution </h4>
 </button>
-<div id="collapseSolution7" class="accordion-collapse collapse" data-bs-parent="#accordionSolution7" aria-labelledby="headingSolution7">
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 <p>This is an open question.</p>
 <p>Regarding the model architecture:</p>
diff --git a/pkgdown.yml b/pkgdown.yml
index 06acf0c..47a2a96 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -2,5 +2,5 @@ pandoc: 3.1.11
 pkgdown: 2.0.9
 pkgdown_sha: ~
 articles: {}
-last_built: 2024-06-25T02:04Z
+last_built: 2024-06-25T02:53Z