update jupyter-book
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@@ -353,6 +353,11 @@ const thebe_selector_output = ".output, .cell_output"
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Week 44, Convolutional Neural Networks (CNN)
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</a>
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</li>
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<li class="toctree-l1">
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<a class="reference internal" href="week45.html">
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Week 45, Convolutional Neural Networks (CCNs) and Recurrent Neural Networks (RNNs)
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</a>
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</li>
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</ul>
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<p aria-level="2" class="caption" role="heading">
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<span class="caption-text">
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@@ -817,9 +822,9 @@ predicting the target features of query instances is as follows:</p>
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</div>
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<div class="cell_output docutils container">
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>2nd degree coefficients:
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zero power: -0.7397605907501061
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first power: 0.007373805280423706
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second power: 0.00026005429911763394
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zero power: -4.655365720948307
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first power: 0.09332315952999948
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second power: -0.0004298347114567659
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</pre></div>
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</div>
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<img alt="_images/chapter6_1_1.png" src="_images/chapter6_1_1.png" />
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@@ -1682,12 +1687,8 @@ attributes at each step while growing the tree.</p>
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<div class="cell_output docutils container">
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>(426, 30)
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(143, 30)
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</pre></div>
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</div>
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Test set accuracy with Logistic Regression: 0.94
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</pre></div>
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</div>
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Test set accuracy with SVM: 0.63
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Test set accuracy with Logistic Regression: 0.94
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Test set accuracy with SVM: 0.63
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Test set accuracy with Decision Trees: 0.90
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Test set accuracy Logistic Regression with scaled data: 0.96
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Test set accuracy SVM with scaled data: 0.96
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