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diff --git a/LICENSE.html b/LICENSE.html
@@ -223,6 +223,7 @@
 <li class="toctree-l2"><a class="reference external" href="https://firasm.github.io/cpsc330-slides/slides-04-kNNs-SVM-RBF">Lecture 4</a></li>
 <li class="toctree-l2"><a class="reference external" href="https://firasm.github.io/cpsc330-slides/slides-05-preprocessing-pipelines">Lecture 5</a></li>
 <li class="toctree-l2"><a class="reference external" href="https://firasm.github.io/cpsc330-slides/slides-06">Lecture 6</a></li>
+<li class="toctree-l2"><a class="reference external" href="https://firasm.github.io/cpsc330-slides/slides-07">Lecture 7</a></li>
 </ul>
 </details></li>
 </ul>

diff --git a/README.html b/README.html
@@ -227,6 +227,7 @@
 <li class="toctree-l2"><a class="reference external" href="https://firasm.github.io/cpsc330-slides/slides-04-kNNs-SVM-RBF">Lecture 4</a></li>
 <li class="toctree-l2"><a class="reference external" href="https://firasm.github.io/cpsc330-slides/slides-05-preprocessing-pipelines">Lecture 5</a></li>
 <li class="toctree-l2"><a class="reference external" href="https://firasm.github.io/cpsc330-slides/slides-06">Lecture 6</a></li>
+<li class="toctree-l2"><a class="reference external" href="https://firasm.github.io/cpsc330-slides/slides-07">Lecture 7</a></li>
 </ul>
 </details></li>
 </ul>

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diff --git a/docs/330_vs_340.html b/docs/330_vs_340.html
@@ -224,6 +224,7 @@
 <li class="toctree-l2"><a class="reference external" href="https://firasm.github.io/cpsc330-slides/slides-04-kNNs-SVM-RBF">Lecture 4</a></li>
 <li class="toctree-l2"><a class="reference external" href="https://firasm.github.io/cpsc330-slides/slides-05-preprocessing-pipelines">Lecture 5</a></li>
 <li class="toctree-l2"><a class="reference external" href="https://firasm.github.io/cpsc330-slides/slides-06">Lecture 6</a></li>
+<li class="toctree-l2"><a class="reference external" href="https://firasm.github.io/cpsc330-slides/slides-07">Lecture 7</a></li>
 </ul>
 </details></li>
 </ul>

diff --git a/docs/README.html b/docs/README.html
@@ -224,6 +224,7 @@
 <li class="toctree-l2"><a class="reference external" href="https://firasm.github.io/cpsc330-slides/slides-04-kNNs-SVM-RBF">Lecture 4</a></li>
 <li class="toctree-l2"><a class="reference external" href="https://firasm.github.io/cpsc330-slides/slides-05-preprocessing-pipelines">Lecture 5</a></li>
 <li class="toctree-l2"><a class="reference external" href="https://firasm.github.io/cpsc330-slides/slides-06">Lecture 6</a></li>
+<li class="toctree-l2"><a class="reference external" href="https://firasm.github.io/cpsc330-slides/slides-07">Lecture 7</a></li>
 </ul>
 </details></li>
 </ul>

diff --git a/docs/asking_for_help.html b/docs/asking_for_help.html
@@ -224,6 +224,7 @@
 <li class="toctree-l2"><a class="reference external" href="https://firasm.github.io/cpsc330-slides/slides-04-kNNs-SVM-RBF">Lecture 4</a></li>
 <li class="toctree-l2"><a class="reference external" href="https://firasm.github.io/cpsc330-slides/slides-05-preprocessing-pipelines">Lecture 5</a></li>
 <li class="toctree-l2"><a class="reference external" href="https://firasm.github.io/cpsc330-slides/slides-06">Lecture 6</a></li>
+<li class="toctree-l2"><a class="reference external" href="https://firasm.github.io/cpsc330-slides/slides-07">Lecture 7</a></li>
 </ul>
 </details></li>
 </ul>

diff --git a/docs/git_installation.html b/docs/git_installation.html
@@ -224,6 +224,7 @@
 <li class="toctree-l2"><a class="reference external" href="https://firasm.github.io/cpsc330-slides/slides-04-kNNs-SVM-RBF">Lecture 4</a></li>
 <li class="toctree-l2"><a class="reference external" href="https://firasm.github.io/cpsc330-slides/slides-05-preprocessing-pipelines">Lecture 5</a></li>
 <li class="toctree-l2"><a class="reference external" href="https://firasm.github.io/cpsc330-slides/slides-06">Lecture 6</a></li>
+<li class="toctree-l2"><a class="reference external" href="https://firasm.github.io/cpsc330-slides/slides-07">Lecture 7</a></li>
 </ul>
 </details></li>
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diff --git a/docs/grades.html b/docs/grades.html
@@ -224,6 +224,7 @@
 <li class="toctree-l2"><a class="reference external" href="https://firasm.github.io/cpsc330-slides/slides-04-kNNs-SVM-RBF">Lecture 4</a></li>
 <li class="toctree-l2"><a class="reference external" href="https://firasm.github.io/cpsc330-slides/slides-05-preprocessing-pipelines">Lecture 5</a></li>
 <li class="toctree-l2"><a class="reference external" href="https://firasm.github.io/cpsc330-slides/slides-06">Lecture 6</a></li>
+<li class="toctree-l2"><a class="reference external" href="https://firasm.github.io/cpsc330-slides/slides-07">Lecture 7</a></li>
 </ul>
 </details></li>
 </ul>

diff --git a/docs/homework_instructions.html b/docs/homework_instructions.html
@@ -224,6 +224,7 @@
 <li class="toctree-l2"><a class="reference external" href="https://firasm.github.io/cpsc330-slides/slides-04-kNNs-SVM-RBF">Lecture 4</a></li>
 <li class="toctree-l2"><a class="reference external" href="https://firasm.github.io/cpsc330-slides/slides-05-preprocessing-pipelines">Lecture 5</a></li>
 <li class="toctree-l2"><a class="reference external" href="https://firasm.github.io/cpsc330-slides/slides-06">Lecture 6</a></li>
+<li class="toctree-l2"><a class="reference external" href="https://firasm.github.io/cpsc330-slides/slides-07">Lecture 7</a></li>
 </ul>
 </details></li>
 </ul>

diff --git a/docs/python_notes.html b/docs/python_notes.html
@@ -224,6 +224,7 @@
 <li class="toctree-l2"><a class="reference external" href="https://firasm.github.io/cpsc330-slides/slides-04-kNNs-SVM-RBF">Lecture 4</a></li>
 <li class="toctree-l2"><a class="reference external" href="https://firasm.github.io/cpsc330-slides/slides-05-preprocessing-pipelines">Lecture 5</a></li>
 <li class="toctree-l2"><a class="reference external" href="https://firasm.github.io/cpsc330-slides/slides-06">Lecture 6</a></li>
+<li class="toctree-l2"><a class="reference external" href="https://firasm.github.io/cpsc330-slides/slides-07">Lecture 7</a></li>
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 </details></li>
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@@ -484,7 +485,7 @@ <h2>Plotting with matplotlib<a class="headerlink" href="#plotting-with-matplotli
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-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>[&lt;matplotlib.lines.Line2D at 0x7fdab8359010&gt;]
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>[&lt;matplotlib.lines.Line2D at 0x7fa25045d040&gt;]
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@@ -590,8 +591,8 @@ <h2>Numpy arrays<a class="headerlink" href="#numpy-arrays" title="Link to this h
 </div>
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 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([[0.98957133, 0.03668348, 0.23988268],
-       [0.91722501, 0.5262889 , 0.55320116]])
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([[0.2255234 , 0.85031396, 0.76695453],
+       [0.16518403, 0.23497145, 0.4301324 ]])
 </pre></div>
 </div>
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@@ -603,7 +604,7 @@ <h2>Numpy arrays<a class="headerlink" href="#numpy-arrays" title="Link to this h
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.03668347501404734
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.8503139613321437
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diff --git a/docs/resources.html b/docs/resources.html
@@ -224,6 +224,7 @@
 <li class="toctree-l2"><a class="reference external" href="https://firasm.github.io/cpsc330-slides/slides-04-kNNs-SVM-RBF">Lecture 4</a></li>
 <li class="toctree-l2"><a class="reference external" href="https://firasm.github.io/cpsc330-slides/slides-05-preprocessing-pipelines">Lecture 5</a></li>
 <li class="toctree-l2"><a class="reference external" href="https://firasm.github.io/cpsc330-slides/slides-06">Lecture 6</a></li>
+<li class="toctree-l2"><a class="reference external" href="https://firasm.github.io/cpsc330-slides/slides-07">Lecture 7</a></li>
 </ul>
 </details></li>
 </ul>

diff --git a/docs/setup.html b/docs/setup.html
@@ -224,6 +224,7 @@
 <li class="toctree-l2"><a class="reference external" href="https://firasm.github.io/cpsc330-slides/slides-04-kNNs-SVM-RBF">Lecture 4</a></li>
 <li class="toctree-l2"><a class="reference external" href="https://firasm.github.io/cpsc330-slides/slides-05-preprocessing-pipelines">Lecture 5</a></li>
 <li class="toctree-l2"><a class="reference external" href="https://firasm.github.io/cpsc330-slides/slides-06">Lecture 6</a></li>
+<li class="toctree-l2"><a class="reference external" href="https://firasm.github.io/cpsc330-slides/slides-07">Lecture 7</a></li>
 </ul>
 </details></li>
 </ul>

diff --git a/genindex.html b/genindex.html
@@ -223,6 +223,7 @@
 <li class="toctree-l2"><a class="reference external" href="https://firasm.github.io/cpsc330-slides/slides-04-kNNs-SVM-RBF">Lecture 4</a></li>
 <li class="toctree-l2"><a class="reference external" href="https://firasm.github.io/cpsc330-slides/slides-05-preprocessing-pipelines">Lecture 5</a></li>
 <li class="toctree-l2"><a class="reference external" href="https://firasm.github.io/cpsc330-slides/slides-06">Lecture 6</a></li>
+<li class="toctree-l2"><a class="reference external" href="https://firasm.github.io/cpsc330-slides/slides-07">Lecture 7</a></li>
 </ul>
 </details></li>
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diff --git a/learning-objectives.html b/learning-objectives.html
@@ -224,6 +224,7 @@
 <li class="toctree-l2"><a class="reference external" href="https://firasm.github.io/cpsc330-slides/slides-04-kNNs-SVM-RBF">Lecture 4</a></li>
 <li class="toctree-l2"><a class="reference external" href="https://firasm.github.io/cpsc330-slides/slides-05-preprocessing-pipelines">Lecture 5</a></li>
 <li class="toctree-l2"><a class="reference external" href="https://firasm.github.io/cpsc330-slides/slides-06">Lecture 6</a></li>
+<li class="toctree-l2"><a class="reference external" href="https://firasm.github.io/cpsc330-slides/slides-07">Lecture 7</a></li>
 </ul>
 </details></li>
 </ul>

diff --git a/lectures/101-Giulia-lectures/01_intro.html b/lectures/101-Giulia-lectures/01_intro.html
@@ -226,6 +226,7 @@
 <li class="toctree-l2"><a class="reference external" href="https://firasm.github.io/cpsc330-slides/slides-04-kNNs-SVM-RBF">Lecture 4</a></li>
 <li class="toctree-l2"><a class="reference external" href="https://firasm.github.io/cpsc330-slides/slides-05-preprocessing-pipelines">Lecture 5</a></li>
 <li class="toctree-l2"><a class="reference external" href="https://firasm.github.io/cpsc330-slides/slides-06">Lecture 6</a></li>
+<li class="toctree-l2"><a class="reference external" href="https://firasm.github.io/cpsc330-slides/slides-07">Lecture 7</a></li>
 </ul>
 </details></li>
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@@ -753,38 +754,38 @@ <h4>Predicting on unseen data using the trained model<a class="headerlink" href=
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+#T_b37ca_row0_col0, #T_b37ca_row0_col1, #T_b37ca_row1_col0, #T_b37ca_row1_col1, #T_b37ca_row2_col0, #T_b37ca_row2_col1, #T_b37ca_row3_col0, #T_b37ca_row3_col1 {
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-<table id="T_8c812">
+<table id="T_b37ca">
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       <th class="blank level0" >&nbsp;</th>
-      <th id="T_8c812_level0_col0" class="col_heading level0 col0" >sms</th>
-      <th id="T_8c812_level0_col1" class="col_heading level0 col1" >spam_predictions</th>
+      <th id="T_b37ca_level0_col0" class="col_heading level0 col0" >sms</th>
+      <th id="T_b37ca_level0_col1" class="col_heading level0 col1" >spam_predictions</th>
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   </thead>
   <tbody>
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-      <th id="T_8c812_level0_row0" class="row_heading level0 row0" >3245</th>
-      <td id="T_8c812_row0_col0" class="data row0 col0" >Funny fact Nobody teaches volcanoes 2 erupt, tsunamis 2 arise, hurricanes 2 sway aroundn no 1 teaches hw 2 choose a wife Natural disasters just happens</td>
-      <td id="T_8c812_row0_col1" class="data row0 col1" >ham</td>
+      <th id="T_b37ca_level0_row0" class="row_heading level0 row0" >3245</th>
+      <td id="T_b37ca_row0_col0" class="data row0 col0" >Funny fact Nobody teaches volcanoes 2 erupt, tsunamis 2 arise, hurricanes 2 sway aroundn no 1 teaches hw 2 choose a wife Natural disasters just happens</td>
+      <td id="T_b37ca_row0_col1" class="data row0 col1" >ham</td>
     </tr>
     <tr>
-      <th id="T_8c812_level0_row1" class="row_heading level0 row1" >944</th>
-      <td id="T_8c812_row1_col0" class="data row1 col0" >I sent my scores to sophas and i had to do secondary application for a few schools. I think if you are thinking of applying, do a research on cost also. Contact joke ogunrinde, her school is one me the less expensive ones</td>
-      <td id="T_8c812_row1_col1" class="data row1 col1" >ham</td>
+      <th id="T_b37ca_level0_row1" class="row_heading level0 row1" >944</th>
+      <td id="T_b37ca_row1_col0" class="data row1 col0" >I sent my scores to sophas and i had to do secondary application for a few schools. I think if you are thinking of applying, do a research on cost also. Contact joke ogunrinde, her school is one me the less expensive ones</td>
+      <td id="T_b37ca_row1_col1" class="data row1 col1" >ham</td>
     </tr>
     <tr>
-      <th id="T_8c812_level0_row2" class="row_heading level0 row2" >1044</th>
-      <td id="T_8c812_row2_col0" class="data row2 col0" >We know someone who you know that fancies you. Call 09058097218 to find out who. POBox 6, LS15HB 150p</td>
-      <td id="T_8c812_row2_col1" class="data row2 col1" >spam</td>
+      <th id="T_b37ca_level0_row2" class="row_heading level0 row2" >1044</th>
+      <td id="T_b37ca_row2_col0" class="data row2 col0" >We know someone who you know that fancies you. Call 09058097218 to find out who. POBox 6, LS15HB 150p</td>
+      <td id="T_b37ca_row2_col1" class="data row2 col1" >spam</td>
     </tr>
     <tr>
-      <th id="T_8c812_level0_row3" class="row_heading level0 row3" >2484</th>
-      <td id="T_8c812_row3_col0" class="data row3 col0" >Only if you promise your getting out as SOON as you can. And you'll text me in the morning to let me know you made it in ok.</td>
-      <td id="T_8c812_row3_col1" class="data row3 col1" >ham</td>
+      <th id="T_b37ca_level0_row3" class="row_heading level0 row3" >2484</th>
+      <td id="T_b37ca_row3_col0" class="data row3 col0" >Only if you promise your getting out as SOON as you can. And you'll text me in the morning to let me know you made it in ok.</td>
+      <td id="T_b37ca_row3_col1" class="data row3 col1" >ham</td>
     </tr>
   </tbody>
 </table>
@@ -1556,52 +1557,55 @@ <h4>Example 2: Predicting the label of a given image<a class="headerlink" href="
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+</pre></div>
+</div>
+<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>100%|██████████| 528M/528M [00:01&lt;00:00, 340MB/s]
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