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@@ -353,6 +353,16 @@ const thebe_selector_output = ".output, .cell_output"
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Week 45, Recurrent Neural Networks
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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="week46.html">
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Week 46: Decision Trees, Ensemble methods and Random Forests
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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="week47.html">
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Week 47: From Decision Trees to Ensemble Methods, Random Forests and Boosting Methods and Summary of Course
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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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@@ -367,7 +377,12 @@ 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="project2.html">
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Project 2 on Machine Learning, deadline November 13 (Midnight)
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Project 2 on Machine Learning, deadline November 17 (Midnight)
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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="project3.html">
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Project 3 on Machine Learning, deadline December 18 (midnight), 2023
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</a>
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</li>
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</ul>
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@@ -1045,27 +1060,27 @@ uncorrelated.</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>2.860303069807892
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[[24.75576092 22.38035637 6.45399416 23.02131025 23.17927079 13.79482449
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14.58098325 8.09978307 10.32858131 7.04416475]
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[22.38035637 20.23288045 5.83471014 20.81233249 20.95513615 12.47116132
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13.18188532 7.32257967 9.33751667 6.36825174]
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[ 6.45399416 5.83471014 1.68259989 6.00181115 6.04299253 3.59640396
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3.80136087 2.11166818 2.69273094 1.83646135]
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[23.02131025 20.81233249 6.00181115 21.40837954 21.55527296 12.8283245
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13.55940301 7.53229196 9.60493501 6.55063291]
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[23.17927079 20.95513615 6.04299253 21.55527296 21.7031743 12.91634595
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13.65244075 7.58397472 9.67083919 6.59558002]
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[13.79482449 12.47116132 3.59640396 12.8283245 12.91634595 7.6869858
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8.12506251 4.51349834 5.75546705 3.92526882]
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[14.58098325 13.18188532 3.80136087 13.55940301 13.65244075 8.12506251
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8.58810494 4.7707199 6.08346766 4.14896753]
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[ 8.09978307 7.32257967 2.11166818 7.53229196 7.58397472 4.51349834
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4.7707199 2.65015024 3.37938584 2.3047648 ]
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[10.32858131 9.33751667 2.69273094 9.60493501 9.67083919 5.75546705
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6.08346766 3.37938584 4.30928349 2.9389615 ]
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[ 7.04416475 6.36825174 1.83646135 6.55063291 6.59558002 3.92526882
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4.14896753 2.3047648 2.9389615 2.00439232]]
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>3.899444949551402
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[[10.50764587 14.915888 4.01878557 10.96438655 3.9173859 11.73359971
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9.21793896 -2.24485338 7.74529434 12.25404247]
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[14.915888 21.17350714 5.70477499 15.56424378 5.56083543 16.6561627
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13.08511411 -3.18663019 10.99465516 17.39494529]
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[ 4.01878557 5.70477499 1.53703671 4.19347197 1.49825509 4.48766753
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3.52552042 -0.85857332 2.96228836 4.68671762]
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[10.96438655 15.56424378 4.19347197 11.4409806 4.08766472 12.2436295
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9.61861937 -2.34243146 8.08196262 12.78669458]
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[ 3.9173859 5.56083543 1.49825509 4.08766472 1.46045199 4.37443731
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3.43656654 -0.83691029 2.88754562 4.56846508]
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[11.73359971 16.6561627 4.48766753 12.2436295 4.37443731 13.10258872
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10.29341942 -2.50676615 8.64895758 13.68375286]
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[ 9.21793896 13.08511411 3.52552042 9.61861937 3.43656654 10.29341942
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8.0865305 -1.96932041 6.79463805 10.7499831 ]
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[-2.24485338 -3.18663019 -0.85857332 -2.34243146 -0.83691029 -2.50676615
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-1.96932041 0.47959046 -1.65470462 -2.61795354]
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[ 7.74529434 10.99465516 2.96228836 8.08196262 2.88754562 8.64895758
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6.79463805 -1.65470462 5.70913648 9.03258131]
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[12.25404247 17.39494529 4.68671762 12.78669458 4.56846508 13.68375286
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10.7499831 -2.61795354 9.03258131 14.29069448]]
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</pre></div>
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</div>
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</div>
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@@ -1333,15 +1348,15 @@ more practically oriented methods like the blocking technique.</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>0.07023654656164897
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4.208190393562401
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-0.023810076900619058
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1.0331134070762626 10.076560707521647 14.512204707520711
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3.055706923889776 3.0768224464930487 8.922010623244745
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[[ 1.03311341 3.05570692 3.07682245]
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[ 3.05570692 10.07656071 8.92201062]
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[ 3.07682245 8.92201062 14.51220471]]
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[22.35796655 0.08015655 3.18375572]
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>-0.027931820179105067
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3.8948621306998614
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0.09739722453284225
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1.281127658556346 13.800407897050107 32.990171109310765
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4.053326337300775 5.0047469652158 15.94611730275583
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[[ 1.28112766 4.05332634 5.00474697]
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[ 4.05332634 13.8004079 15.9461173 ]
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[ 5.00474697 15.9461173 32.99017111]]
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[42.9738062 0.07783419 5.02006627]
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</pre></div>
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</div>
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</div>
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@@ -1671,7 +1686,7 @@ assumption for approximating <span class="math notranslate nohighlight">\(\sigma
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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>-0.006719367598355617 1.0020717457079393
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>-0.005332694146660865 0.995998835818754
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</pre></div>
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</div>
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<img alt="_images/statistics_188_1.png" src="_images/statistics_188_1.png" />
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