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@@ -268,6 +268,16 @@ const thebe_selector_output = ".output, .cell_output"
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Week 35: From Ordinary Linear Regression to Ridge and Lasso Regression
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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="exercisesweek36.html">
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Exercises week 36
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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="week36.html">
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Week 36: Statistical interpretation of Linear Regression and Resampling techniques
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</a>
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</li>
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</ul>
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</div>
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@@ -984,13 +994,13 @@ example of the functionality of <strong>Scikit-Learn</strong>.</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>The intercept alpha:
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[2.11366595]
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[2.05177695]
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Coefficient beta :
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[[4.95136998]]
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[[5.05971574]]
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Mean squared error: 0.28
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Variance score: 0.89
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Variance score: 0.88
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Mean squared log error: 0.01
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Mean absolute error: 0.41
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Mean absolute error: 0.45
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</pre></div>
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</div>
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<img alt="_images/chapter1_19_1.png" src="_images/chapter1_19_1.png" />
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@@ -1090,7 +1100,7 @@ a linear <span class="math notranslate nohighlight">\(x\)</span>-dependence we s
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</div>
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<div class="cell_output docutils container">
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<img alt="_images/chapter1_33_0.png" src="_images/chapter1_33_0.png" />
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.004999999999999996
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.004999999999999997
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</pre></div>
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</div>
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</div>
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