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Morten Hjorth-Jensen
2023-08-31 06:19:44 +02:00
parent e9bac09427
commit d05f791ff6
98 changed files with 3861 additions and 2496 deletions
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doc/LectureNotes/_build/html/chapter1.html
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@@ -242,6 +242,33 @@ const thebe_selector_output = ".output, .cell_output"
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Weekly material, notes and exercises
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="exercisesweek34.html">
Exercises week 34
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="week34.html">
Week 34: Introduction to the course, Logistics and Practicalities
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="exercisesweek35.html">
Exercises week 35
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="week35.html">
Week 35: From Ordinary Linear Regression to Ridge and Lasso Regression
</a>
</li>
</ul>
</div>
</nav> <!-- To handle the deprecated key -->
@@ -957,13 +984,13 @@ example of the functionality of <strong>Scikit-Learn</strong>.</p>
</div>
<div class="cell_output docutils container">
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>The intercept alpha:
[1.72261919]
[2.11366595]
Coefficient beta :
[[5.39493843]]
Mean squared error: 0.23
Variance score: 0.91
[[4.95136998]]
Mean squared error: 0.28
Variance score: 0.89
Mean squared log error: 0.01
Mean absolute error: 0.39
Mean absolute error: 0.41
</pre></div>
</div>
<img alt="_images/chapter1_19_1.png" src="_images/chapter1_19_1.png" />
@@ -1063,7 +1090,7 @@ a linear <span class="math notranslate nohighlight">\(x\)</span>-dependence we s
</div>
<div class="cell_output docutils container">
<img alt="_images/chapter1_33_0.png" src="_images/chapter1_33_0.png" />
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.0050000000000000044
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.004999999999999996
</pre></div>
</div>
</div>