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diff --git a/cv_regularization/cv_reg.html → docs/cv_regularization/cv_reg.html b/cv_regularization/cv_reg.html → docs/cv_regularization/cv_reg.html
@@ -435,7 +435,7 @@ <h4 data-number="16.1.1.1" class="anchored" data-anchor-id="test-sets"><span cla
 <span id="cb4-14"><a href="#cb4-14" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="ss">f"Test error: </span><span class="sc">{</span>test_error<span class="sc">}</span><span class="ss">"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 <div class="cell-output cell-output-stdout">
 <pre><code>Training error: 17.85851684101209
-Test error: 23.192405629701074</code></pre>
+Test error: 23.192405629736058</code></pre>
 </div>
 </div>
 </section>
@@ -606,7 +606,7 @@ <h3 data-number="16.2.2" class="anchored" data-anchor-id="l1-lasso-regularizatio
 <span id="cb6-5"><a href="#cb6-5" aria-hidden="true" tabindex="-1"></a>lasso_model.fit(X_train, Y_train)</span>
 <span id="cb6-6"><a href="#cb6-6" aria-hidden="true" tabindex="-1"></a></span>
 <span id="cb6-7"><a href="#cb6-7" aria-hidden="true" tabindex="-1"></a>lasso_model.coef_</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
-<div class="cell-output cell-output-display" data-execution_count="4">
+<div class="cell-output cell-output-display" data-execution_count="284">
 <pre><code>array([-2.54932056e-01, -9.48597165e-04,  8.91976284e-06, -1.22872290e-08])</code></pre>
 </div>
 </div>
@@ -621,7 +621,7 @@ <h3 data-number="16.2.3" class="anchored" data-anchor-id="scaling-features-for-r
 <summary>Code</summary>
 <div class="sourceCode cell-code" id="cb8"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb8-1"><a href="#cb8-1" aria-hidden="true" tabindex="-1"></a>X_train.head()</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 </details>
-<div class="cell-output cell-output-display" data-execution_count="5">
+<div class="cell-output cell-output-display" data-execution_count="285">
 <div>
 
 
@@ -681,7 +681,7 @@ <h3 data-number="16.2.3" class="anchored" data-anchor-id="scaling-features-for-r
 <p>By inspecting the fitted parameters of our model, we see that this is the case – the parameter for <code>hp</code> is much larger in magnitude than the parameter for <code>hp^4</code>.</p>
 <div class="cell" data-execution_count="6">
 <div class="sourceCode cell-code" id="cb9"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb9-1"><a href="#cb9-1" aria-hidden="true" tabindex="-1"></a>pd.DataFrame({<span class="st">"Feature"</span>:X_train.columns, <span class="st">"Parameter"</span>:lasso_model.coef_})</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
-<div class="cell-output cell-output-display" data-execution_count="6">
+<div class="cell-output cell-output-display" data-execution_count="286">
 <div>
 
 
@@ -748,8 +748,8 @@ <h3 data-number="16.2.4" class="anchored" data-anchor-id="l2-ridge-regularizatio
 <span id="cb10-2"><a href="#cb10-2" aria-hidden="true" tabindex="-1"></a>ridge_model.fit(X_train, Y_train)</span>
 <span id="cb10-3"><a href="#cb10-3" aria-hidden="true" tabindex="-1"></a></span>
 <span id="cb10-4"><a href="#cb10-4" aria-hidden="true" tabindex="-1"></a>ridge_model.coef_</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
-<div class="cell-output cell-output-display" data-execution_count="7">
-<pre><code>array([ 5.89130559e-02, -6.42445915e-03,  4.44468157e-05, -8.83981945e-08])</code></pre>
+<div class="cell-output cell-output-display" data-execution_count="287">
+<pre><code>array([ 5.89130560e-02, -6.42445916e-03,  4.44468157e-05, -8.83981945e-08])</code></pre>
 </div>
 </div>
 </section>

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diff --git a/feature_engineering/feature_engineering.html → ...ture_engineering/feature_engineering.html b/feature_engineering/feature_engineering.html → ...ture_engineering/feature_engineering.html
@@ -752,7 +752,7 @@ <h2 data-number="14.5" class="anchored" data-anchor-id="polynomial-features"><sp
 <span id="cb6-12"><a href="#cb6-12" aria-hidden="true" tabindex="-1"></a></span>
 <span id="cb6-13"><a href="#cb6-13" aria-hidden="true" tabindex="-1"></a><span class="bu">print</span>(<span class="ss">f"MSE of model with (hp^2) feature: </span><span class="sc">{</span>np<span class="sc">.</span>mean((Y<span class="op">-</span>hp2_model_predictions)<span class="op">**</span><span class="dv">2</span>)<span class="sc">}</span><span class="ss">"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 <div class="cell-output cell-output-stdout">
-<pre><code>MSE of model with (hp^2) feature: 18.984768907617223</code></pre>
+<pre><code>MSE of model with (hp^2) feature: 18.984768907617216</code></pre>
 </div>
 <div class="cell-output cell-output-display">
 <p><img src="feature_engineering_files/figure-html/cell-6-output-2.png" width="585" height="429"></p>

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