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@@ -275,7 +275,34 @@ const thebe_selector_output = ".output, .cell_output"
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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: Linear Rgeression and Statistical interpretations
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Week 36: Linear Regression and Statistical interpretations
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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="exercisesweek37.html">
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Exercises week 37
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<li class="toctree-l1">
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<a class="reference internal" href="week37.html">
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Week 37: Statistical interpretations and Resampling Methods
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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="exercisesweek38.html">
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Exercises week 38
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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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Projects
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</span>
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</p>
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<ul class="nav bd-sidenav">
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<li class="toctree-l1">
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<a class="reference internal" href="project1.html">
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Project 1 on Machine Learning, deadline October 7 (midnight), 2024
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</a>
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</ul>
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@@ -994,13 +1021,13 @@ 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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[2.01173838]
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[2.00955125]
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Coefficient beta :
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[[4.76160572]]
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Mean squared error: 0.33
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Variance score: 0.86
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[[4.94419718]]
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Mean squared error: 0.31
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Variance score: 0.87
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Mean squared log error: 0.01
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Mean absolute error: 0.45
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Mean absolute error: 0.43
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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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@@ -1100,7 +1127,7 @@ 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>0.004999999999999991
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.005000000000000001
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</pre></div>
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</div>
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</div>
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