adding dft slides
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@@ -333,6 +333,16 @@ const thebe_selector_output = ".output, .cell_output"
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Week 42 Constructing a Neural Network code with introduction to Tensor flow
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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="exercisesweek43.html">
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Exercises weeks 43 and 44
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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="week43.html">
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Week 43: Deep Learning: Constructing a Neural Network code and solving differential equations
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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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@@ -1066,13 +1076,13 @@ 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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[2.04828291]
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[1.95815651]
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Coefficient beta :
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[[4.85601654]]
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Mean squared error: 0.27
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Variance score: 0.89
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[[5.03219974]]
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Mean squared error: 0.26
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Variance score: 0.90
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Mean squared log error: 0.01
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Mean absolute error: 0.40
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Mean absolute error: 0.41
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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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@@ -1172,7 +1182,7 @@ 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>0.005000000000000001
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.004999999999999996
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</pre></div>
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</div>
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</div>
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