update on jupyter-book
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@@ -293,6 +293,11 @@ const thebe_selector_output = ".output, .cell_output"
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Exercises week 38
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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="week38.html">
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Week 38: Logistic Regression and Optimization
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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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@@ -1636,7 +1641,7 @@ Since we are not using <strong>Scikit-Learn</strong> here we can define our own
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</div>
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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>0.9958983289118531
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.9969513794144311
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</pre></div>
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</div>
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</div>
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@@ -1653,7 +1658,7 @@ Since we are not using <strong>Scikit-Learn</strong> here we can define our own
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</div>
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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>0.010348289064969316
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.007658477904313023
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</pre></div>
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</div>
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</div>
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@@ -1668,23 +1673,23 @@ Since we are not using <strong>Scikit-Learn</strong> here we can define our own
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</div>
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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>[0.01250964 0.00679013 0.06416459 0.02126205 0.01247909 0.00080497
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0.07373479 0.00940611 0.04794409 0.02361665 0.03311432 0.00114401
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0.06392846 0.0813156 0.03578526 0.00691012 0.05978512 0.02928194
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0.00209403 0.02014577 0.13600596 0.0178462 0.02016185 0.00574735
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0.029003 0.04877931 0.03796359 0.02374496 0.06622369 0.02965159
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0.01655384 0.00290613 0.00560098 0.00641423 0.05549529 0.03916813
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0.01288787 0.02472936 0.02564828 0.03365012 0.03642173 0.02102403
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0.00633289 0.02631942 0.02164667 0.04899367 0.00593362 0.03664879
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0.00250787 0.00791263 0.01480256 0.01329403 0.02151521 0.00133638
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0.01717549 0.01681612 0.03358833 0.01003519 0.00659604 0.02026756
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0.01234261 0.058967 0.0126711 0.0039259 0.00254973 0.04315855
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0.02909574 0.02386932 0.02404706 0.02769274 0.05804539 0.00732665
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0.03868372 0.00513051 0.00172865 0.00353938 0.03076019 0.01643795
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0.00458631 0.01817048 0.08667591 0.01706166 0.00637188 0.0930438
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0.01506354 0.02787184 0.0002926 0.09398153 0.00570321 0.03511387
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0.01075018 0.00170809 0.00943959 0.02654585 0.00399972 0.03057995
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0.00211418 0.00685287 0.02330799 0.04191323]
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>[0.00053122 0.03115122 0.00789262 0.02218076 0.00573727 0.00557893
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0.00099778 0.01234 0.03960002 0.03596557 0.0134113 0.00556946
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0.00136125 0.10719554 0.02754248 0.01409478 0.01760144 0.01032533
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0.01241284 0.01039879 0.00100913 0.02944152 0.00512599 0.00747773
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0.06260611 0.0231353 0.01624447 0.02923006 0.0046544 0.07332248
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0.02338085 0.02920675 0.02286267 0.04353549 0.00569512 0.02664408
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0.01098247 0.02156565 0.03529801 0.00507531 0.00554202 0.05141614
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0.02031987 0.01244297 0.01551724 0.00174738 0.01044475 0.01161645
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0.02622039 0.03285784 0.00522055 0.00687309 0.0195302 0.04101344
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0.00816675 0.0206033 0.04046513 0.02189863 0.06777772 0.04832356
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0.00114855 0.08660891 0.00586355 0.00625051 0.00939407 0.00108471
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0.03948301 0.02527621 0.03205795 0.11042239 0.02594314 0.05176711
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0.03396658 0.00889475 0.02632742 0.02502325 0.01266999 0.00455966
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0.03853313 0.01543076 0.00617221 0.00552462 0.01573062 0.01035006
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0.00162921 0.00974758 0.00812487 0.01881237 0.06690071 0.01499192
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0.04652794 0.04061345 0.04495752 0.00566707 0.01006984 0.00519717
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0.00151416 0.03214829 0.00891702 0.01844822]
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</pre></div>
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</div>
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</div>
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@@ -1753,15 +1758,15 @@ but now splitting the data into a training set and a test set.</p>
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</div>
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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>[ 2.04641529 -0.77354301 7.7511273 -3.70241548 1.69515531]
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>[ 1.97243946 0.15593478 4.54011398 0.56342158 -0.19299283]
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Training R2
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0.9958589197366403
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0.9948998579029953
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Training MSE
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0.008560581831215528
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0.009396472959497925
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Test R2
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0.997252717901263
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0.9951059931014423
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Test MSE
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0.00683875021199284
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0.010612904886352397
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</pre></div>
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</div>
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</div>
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