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diff --git a/README.html b/README.html
@@ -178,7 +178,8 @@
 <li class="toctree-l1"><a class="reference internal" href="lectures/class_demos/04_class-demo.html">Lecture 4: Class demo</a></li>
 <li class="toctree-l1"><a class="reference internal" href="lectures/class_demos/05-06_class-demo.html">Lectures 5 and 6: Class demo</a></li>
 <li class="toctree-l1"><a class="reference internal" href="lectures/class_demos/07_class-demo.html">Lectures 7: Class demo</a></li>
-<li class="toctree-l1"><a class="reference internal" href="lectures/class_demos/09_class-demo.html">Exploring classification metrics</a></li>
+<li class="toctree-l1"><a class="reference internal" href="lectures/class_demos/09_class-demo.html">Lecture 9: Class demo</a></li>
+
 
 <li class="toctree-l1"><a class="reference internal" href="lectures/class_demos/14_class-demo.html">Lecture 14: Class demo</a></li>
 </ul>

diff --git a/_sources/lectures/class_demos/09_class-demo.ipynb b/_sources/lectures/class_demos/09_class-demo.ipynb
@@ -1,5 +1,13 @@
 {
  "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "7fefd2d8-8ad4-4191-80e2-435406d85c3d",
+   "metadata": {},
+   "source": [
+    "# Lecture 9: Class demo"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 1,
@@ -1203,7 +1211,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python [conda env:cpsc330]",
+   "display_name": "conda-env-cpsc330-py",
    "language": "python",
    "name": "conda-env-cpsc330-py"
   },
@@ -1217,7 +1225,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.5"
+   "version": "3.10.12"
   }
  },
  "nbformat": 4,

diff --git a/_sources/lectures/class_demos/15_class-demo.ipynb b/_sources/lectures/class_demos/15_class-demo.ipynb
@@ -17,7 +17,7 @@
     }
    },
    "source": [
-    "## Let's cluster images!!"
+    "Let's cluster images!!"
    ]
   },
   {

diff --git a/genindex.html b/genindex.html
@@ -174,7 +174,8 @@
 <li class="toctree-l1"><a class="reference internal" href="lectures/class_demos/04_class-demo.html">Lecture 4: Class demo</a></li>
 <li class="toctree-l1"><a class="reference internal" href="lectures/class_demos/05-06_class-demo.html">Lectures 5 and 6: Class demo</a></li>
 <li class="toctree-l1"><a class="reference internal" href="lectures/class_demos/07_class-demo.html">Lectures 7: Class demo</a></li>
-<li class="toctree-l1"><a class="reference internal" href="lectures/class_demos/09_class-demo.html">Exploring classification metrics</a></li>
+<li class="toctree-l1"><a class="reference internal" href="lectures/class_demos/09_class-demo.html">Lecture 9: Class demo</a></li>
+
 
 <li class="toctree-l1"><a class="reference internal" href="lectures/class_demos/14_class-demo.html">Lecture 14: Class demo</a></li>
 </ul>

diff --git a/lectures/class_demos/09_class-demo.html b/lectures/class_demos/09_class-demo.html
@@ -9,7 +9,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
 
-    <title>Exploring classification metrics &#8212; CPSC 330 Applied Machine Learning 2023W1</title>
+    <title>Lecture 9: Class demo &#8212; CPSC 330 Applied Machine Learning 2023W1</title>
 
 
 
@@ -64,7 +64,7 @@
     <script>DOCUMENTATION_OPTIONS.pagename = 'lectures/class_demos/09_class-demo';</script>
     <link rel="index" title="Index" href="../../genindex.html" />
     <link rel="search" title="Search" href="../../search.html" />
-    <link rel="next" title="Let’s cluster images!!" href="14_class-demo.html" />
+    <link rel="next" title="Lecture 14: Class demo" href="14_class-demo.html" />
     <link rel="prev" title="Lectures 7: Class demo" href="07_class-demo.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
@@ -177,9 +177,10 @@
 <li class="toctree-l1"><a class="reference internal" href="04_class-demo.html">Lecture 4: Class demo</a></li>
 <li class="toctree-l1"><a class="reference internal" href="05-06_class-demo.html">Lectures 5 and 6: Class demo</a></li>
 <li class="toctree-l1"><a class="reference internal" href="07_class-demo.html">Lectures 7: Class demo</a></li>
-<li class="toctree-l1 current active"><a class="current reference internal" href="#">Exploring classification metrics</a></li>
+<li class="toctree-l1 current active"><a class="current reference internal" href="#">Lecture 9: Class demo</a></li>
 
-<li class="toctree-l1"><a class="reference internal" href="14_class-demo.html">Let’s cluster images!!</a></li>
+
+<li class="toctree-l1"><a class="reference internal" href="14_class-demo.html">Lecture 14: Class demo</a></li>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Attribution</span></p>
 <ul class="nav bd-sidenav">
@@ -321,7 +322,7 @@
 
 
 <div id="jb-print-docs-body" class="onlyprint">
-    <h1>Exploring classification metrics</h1>
+    <h1>Lecture 9: Class demo</h1>
     <!-- Table of contents -->
     <div id="print-main-content">
         <div id="jb-print-toc">
@@ -331,7 +332,8 @@ <h2> Contents </h2>
             </div>
             <nav aria-label="Page">
                 <ul class="visible nav section-nav flex-column">
-<li class="toc-h1 nav-item toc-entry"><a class="reference internal nav-link" href="#">Exploring classification metrics</a><ul class="visible nav section-nav flex-column">
+<li class="toc-h1 nav-item toc-entry"><a class="reference internal nav-link" href="#">Lecture 9: Class demo</a></li>
+<li class="toc-h1 nav-item toc-entry"><a class="reference internal nav-link" href="#exploring-classification-metrics">Exploring classification metrics</a><ul class="visible nav section-nav flex-column">
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#dataset-for-demonstration">Dataset for demonstration</a></li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#loading-the-data">Loading the data</a></li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#comparing-pr-curves">Comparing PR curves</a><ul class="nav section-nav flex-column">
@@ -361,7 +363,9 @@ <h2> Contents </h2>
 <div id="searchbox"></div>
                 <article class="bd-article" role="main">
 
-  <div class="cell docutils container">
+  <section class="tex2jax_ignore mathjax_ignore" id="lecture-9-class-demo">
+<h1>Lecture 9: Class demo<a class="headerlink" href="#lecture-9-class-demo" title="Permalink to this heading">#</a></h1>
+<div class="cell docutils container">
 <div class="cell_input docutils container">
 <div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">os</span>
 <span class="kn">import</span> <span class="nn">sys</span>
@@ -405,6 +409,7 @@ <h2> Contents </h2>
 </div>
 </div>
 </div>
+</section>
 <section class="tex2jax_ignore mathjax_ignore" id="exploring-classification-metrics">
 <h1>Exploring classification metrics<a class="headerlink" href="#exploring-classification-metrics" title="Permalink to this heading">#</a></h1>
 <section id="dataset-for-demonstration">
@@ -1154,7 +1159,7 @@ <h2>❓❓ Questions for group discussion<a class="headerlink" href="#questions-
        title="next page">
       <div class="prev-next-info">
         <p class="prev-next-subtitle">next</p>
-        <p class="prev-next-title">Let’s cluster images!!</p>
+        <p class="prev-next-title">Lecture 14: Class demo</p>
       </div>
       <i class="fa-solid fa-angle-right"></i>
     </a>
@@ -1176,7 +1181,8 @@ <h2>❓❓ Questions for group discussion<a class="headerlink" href="#questions-
   </div>
   <nav class="bd-toc-nav page-toc">
     <ul class="visible nav section-nav flex-column">
-<li class="toc-h1 nav-item toc-entry"><a class="reference internal nav-link" href="#">Exploring classification metrics</a><ul class="visible nav section-nav flex-column">
+<li class="toc-h1 nav-item toc-entry"><a class="reference internal nav-link" href="#">Lecture 9: Class demo</a></li>
+<li class="toc-h1 nav-item toc-entry"><a class="reference internal nav-link" href="#exploring-classification-metrics">Exploring classification metrics</a><ul class="visible nav section-nav flex-column">
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#dataset-for-demonstration">Dataset for demonstration</a></li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#loading-the-data">Loading the data</a></li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#comparing-pr-curves">Comparing PR curves</a><ul class="nav section-nav flex-column">

diff --git a/lectures/class_demos/14_class-demo.html b/lectures/class_demos/14_class-demo.html
@@ -65,7 +65,7 @@
     <link rel="index" title="Index" href="../../genindex.html" />
     <link rel="search" title="Search" href="../../search.html" />
     <link rel="next" title="Attributions" href="../../attribution.html" />
-    <link rel="prev" title="Exploring classification metrics" href="09_class-demo.html" />
+    <link rel="prev" title="Lecture 9: Class demo" href="09_class-demo.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
   </head>
@@ -177,7 +177,8 @@
 <li class="toctree-l1"><a class="reference internal" href="04_class-demo.html">Lecture 4: Class demo</a></li>
 <li class="toctree-l1"><a class="reference internal" href="05-06_class-demo.html">Lectures 5 and 6: Class demo</a></li>
 <li class="toctree-l1"><a class="reference internal" href="07_class-demo.html">Lectures 7: Class demo</a></li>
-<li class="toctree-l1"><a class="reference internal" href="09_class-demo.html">Exploring classification metrics</a></li>
+<li class="toctree-l1"><a class="reference internal" href="09_class-demo.html">Lecture 9: Class demo</a></li>
+
 
 <li class="toctree-l1 current active"><a class="current reference internal" href="#">Lecture 14: Class demo</a></li>
 </ul>
@@ -936,7 +937,7 @@ <h2>Let’s cluster images!!<a class="headerlink" href="#let-s-cluster-images" t
       <i class="fa-solid fa-angle-left"></i>
       <div class="prev-next-info">
         <p class="prev-next-subtitle">previous</p>
-        <p class="prev-next-title">Exploring classification metrics</p>
+        <p class="prev-next-title">Lecture 9: Class demo</p>
       </div>
     </a>
     <a class="right-next"

diff --git a/lectures/class_demos/15_class-demo.html b/lectures/class_demos/15_class-demo.html
@@ -175,9 +175,10 @@
 <li class="toctree-l1"><a class="reference internal" href="04_class-demo.html">Lecture 4: Class demo</a></li>
 <li class="toctree-l1"><a class="reference internal" href="05-06_class-demo.html">Lectures 5 and 6: Class demo</a></li>
 <li class="toctree-l1"><a class="reference internal" href="07_class-demo.html">Lectures 7: Class demo</a></li>
-<li class="toctree-l1"><a class="reference internal" href="09_class-demo.html">Exploring classification metrics</a></li>
+<li class="toctree-l1"><a class="reference internal" href="09_class-demo.html">Lecture 9: Class demo</a></li>
 
-<li class="toctree-l1"><a class="reference internal" href="14_class-demo.html">Let’s cluster images!!</a></li>
+
+<li class="toctree-l1"><a class="reference internal" href="14_class-demo.html">Lecture 14: Class demo</a></li>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Attribution</span></p>
 <ul class="nav bd-sidenav">
@@ -329,11 +330,8 @@ <h2> Contents </h2>
             </div>
             <nav aria-label="Page">
                 <ul class="visible nav section-nav flex-column">
-<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#let-s-cluster-images">Let’s cluster images!!</a><ul class="nav section-nav flex-column">
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#clustering-faces-with-dbscan">Clustering faces with DBSCAN</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#hierarchical-clustering">Hierarchical clustering</a></li>
-</ul>
-</li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#clustering-faces-with-dbscan">Clustering faces with DBSCAN</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#hierarchical-clustering">Hierarchical clustering</a></li>
 </ul>
             </nav>
         </div>
@@ -347,8 +345,7 @@ <h2> Contents </h2>
 
   <section class="tex2jax_ignore mathjax_ignore" id="lecture-15-class-demo">
 <h1>Lecture 15: Class demo<a class="headerlink" href="#lecture-15-class-demo" title="Permalink to this heading">#</a></h1>
-<section id="let-s-cluster-images">
-<h2>Let’s cluster images!!<a class="headerlink" href="#let-s-cluster-images" title="Permalink to this heading">#</a></h2>
+<p>Let’s cluster images!!</p>
 <p><img alt="" src="../../_images/eva-fun-times.png" /></p>
 <p>For this demo, I’m going to use the following image dataset:</p>
 <ol class="arabic simple">
@@ -1173,7 +1170,7 @@ <h2>Let’s cluster images!!<a class="headerlink" href="#let-s-cluster-images" t
 </div>
 <p><br><br></p>
 <section id="clustering-faces-with-dbscan">
-<h3>Clustering faces with DBSCAN<a class="headerlink" href="#clustering-faces-with-dbscan" title="Permalink to this heading">#</a></h3>
+<h2>Clustering faces with DBSCAN<a class="headerlink" href="#clustering-faces-with-dbscan" title="Permalink to this heading">#</a></h2>
 <div class="cell docutils container">
 <div class="cell_input docutils container">
 <div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">dbscan</span> <span class="o">=</span> <span class="n">DBSCAN</span><span class="p">()</span>
@@ -1480,7 +1477,7 @@ <h3>Clustering faces with DBSCAN<a class="headerlink" href="#clustering-faces-wi
 </ul>
 </section>
 <section id="hierarchical-clustering">
-<h3>Hierarchical clustering<a class="headerlink" href="#hierarchical-clustering" title="Permalink to this heading">#</a></h3>
+<h2>Hierarchical clustering<a class="headerlink" href="#hierarchical-clustering" title="Permalink to this heading">#</a></h2>
 <div class="cell docutils container">
 <div class="cell_input docutils container">
 <div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">set_seed</span><span class="p">(</span><span class="n">seed</span><span class="o">=</span><span class="mi">42</span><span class="p">)</span>
@@ -1547,7 +1544,6 @@ <h3>Hierarchical clustering<a class="headerlink" href="#hierarchical-clustering"
 <li><p>Some clusters correspond to people with distinct faces, age, facial expressions, hair colour and hair style, lighting and skin tone.</p></li>
 </ul>
 </section>
-</section>
 </section>
 
     <script type="text/x-thebe-config">
@@ -1599,11 +1595,8 @@ <h3>Hierarchical clustering<a class="headerlink" href="#hierarchical-clustering"
   </div>
   <nav class="bd-toc-nav page-toc">
     <ul class="visible nav section-nav flex-column">
-<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#let-s-cluster-images">Let’s cluster images!!</a><ul class="nav section-nav flex-column">
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#clustering-faces-with-dbscan">Clustering faces with DBSCAN</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#hierarchical-clustering">Hierarchical clustering</a></li>
-</ul>
-</li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#clustering-faces-with-dbscan">Clustering faces with DBSCAN</a></li>
+<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#hierarchical-clustering">Hierarchical clustering</a></li>
 </ul>
   </nav></div>
 

diff --git a/lectures/slides/05_slides.html b/lectures/slides/05_slides.html
@@ -177,7 +177,8 @@
 <li class="toctree-l1"><a class="reference internal" href="../class_demos/04_class-demo.html">Lecture 4: Class demo</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../class_demos/05-06_class-demo.html">Lectures 5 and 6: Class demo</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../class_demos/07_class-demo.html">Lectures 7: Class demo</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../class_demos/09_class-demo.html">Exploring classification metrics</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../class_demos/09_class-demo.html">Lecture 9: Class demo</a></li>
+
 
 <li class="toctree-l1"><a class="reference internal" href="../class_demos/14_class-demo.html">Lecture 14: Class demo</a></li>
 </ul>

diff --git a/lectures/slides/12_slides.html b/lectures/slides/12_slides.html
@@ -177,7 +177,8 @@
 <li class="toctree-l1"><a class="reference internal" href="../class_demos/04_class-demo.html">Lecture 4: Class demo</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../class_demos/05-06_class-demo.html">Lectures 5 and 6: Class demo</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../class_demos/07_class-demo.html">Lectures 7: Class demo</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../class_demos/09_class-demo.html">Exploring classification metrics</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../class_demos/09_class-demo.html">Lecture 9: Class demo</a></li>
+
 
 <li class="toctree-l1"><a class="reference internal" href="../class_demos/14_class-demo.html">Lecture 14: Class demo</a></li>
 </ul>

diff --git a/objects.inv b/objects.inv
diff --git a/search.html b/search.html
@@ -176,7 +176,8 @@
 <li class="toctree-l1"><a class="reference internal" href="lectures/class_demos/04_class-demo.html">Lecture 4: Class demo</a></li>
 <li class="toctree-l1"><a class="reference internal" href="lectures/class_demos/05-06_class-demo.html">Lectures 5 and 6: Class demo</a></li>
 <li class="toctree-l1"><a class="reference internal" href="lectures/class_demos/07_class-demo.html">Lectures 7: Class demo</a></li>
-<li class="toctree-l1"><a class="reference internal" href="lectures/class_demos/09_class-demo.html">Exploring classification metrics</a></li>
+<li class="toctree-l1"><a class="reference internal" href="lectures/class_demos/09_class-demo.html">Lecture 9: Class demo</a></li>
+
 
 <li class="toctree-l1"><a class="reference internal" href="lectures/class_demos/14_class-demo.html">Lecture 14: Class demo</a></li>
 </ul>

diff --git a/searchindex.js b/searchindex.js
-Original file line number
+Diff line change
@@ Expand Up / @@ -17,7 +17,7 @@ @@
         }
        },
        "source": [
-        "## Let's cluster images!!"
+        "Let's cluster images!!"
        ]
       },
       {
@@ Expand Down @@