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diff --git a/_sources/lectures/101-Giulia-lectures/07_linear-models.ipynb b/_sources/lectures/101-Giulia-lectures/07_linear-models.ipynb
diff --git a/docs/python_notes.html b/docs/python_notes.html
@@ -484,7 +484,7 @@ <h2>Plotting with matplotlib<a class="headerlink" href="#plotting-with-matplotli
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@@ -590,8 +590,8 @@ <h2>Numpy arrays<a class="headerlink" href="#numpy-arrays" title="Link to this h
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+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([[0.98957133, 0.03668348, 0.23988268],
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diff --git a/lectures/101-Giulia-lectures/01_intro.html b/lectures/101-Giulia-lectures/01_intro.html
@@ -753,38 +753,38 @@ <h4>Predicting on unseen data using the trained model<a class="headerlink" href=
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+#T_8c812_row0_col0, #T_8c812_row0_col1, #T_8c812_row1_col0, #T_8c812_row1_col1, #T_8c812_row2_col0, #T_8c812_row2_col1, #T_8c812_row3_col0, #T_8c812_row3_col1 {
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-<table id="T_18084">
+<table id="T_8c812">
   <thead>
     <tr>
       <th class="blank level0" >&nbsp;</th>
-      <th id="T_18084_level0_col0" class="col_heading level0 col0" >sms</th>
-      <th id="T_18084_level0_col1" class="col_heading level0 col1" >spam_predictions</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>
     </tr>
   </thead>
   <tbody>
     <tr>
-      <th id="T_18084_level0_row0" class="row_heading level0 row0" >3245</th>
-      <td id="T_18084_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_18084_row0_col1" class="data row0 col1" >ham</td>
+      <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>
     </tr>
     <tr>
-      <th id="T_18084_level0_row1" class="row_heading level0 row1" >944</th>
-      <td id="T_18084_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_18084_row1_col1" class="data row1 col1" >ham</td>
+      <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>
     </tr>
     <tr>
-      <th id="T_18084_level0_row2" class="row_heading level0 row2" >1044</th>
-      <td id="T_18084_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_18084_row2_col1" class="data row2 col1" >spam</td>
+      <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>
     </tr>
     <tr>
-      <th id="T_18084_level0_row3" class="row_heading level0 row3" >2484</th>
-      <td id="T_18084_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_18084_row3_col1" class="data row3 col1" >ham</td>
+      <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>
     </tr>
   </tbody>
 </table>
@@ -1556,58 +1556,52 @@ <h4>Example 2: Predicting the label of a given image<a class="headerlink" href="
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diff --git a/lectures/101-Giulia-lectures/02_terminology-decision-trees.html b/lectures/101-Giulia-lectures/02_terminology-decision-trees.html
@@ -2625,7 +2625,7 @@ <h3>How does <code class="docutils literal notranslate"><span class="pre">fit</s
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+<img alt="../../_images/028f88c62e9ced85a910cd7b9fb87f12bf74ce86796988601ab63981be450174.png" src="../../_images/028f88c62e9ced85a910cd7b9fb87f12bf74ce86796988601ab63981be450174.png" />
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