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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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<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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<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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</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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@@ -1641,8 +1668,8 @@ developed in the 1970s, namely EISPACK and LINPACK. We describe them shortly he
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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>[ 1.55217048 0.41383693 0.79189954 2.5545673 -1.22668089 -0.00445922
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-1.2662882 -0.64605756 0.5972962 -0.22398902]
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>[ 0.27600259 -1.0831367 -2.92599642 -0.36091273 -0.39398622 -1.03979291
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0.93237862 1.4635149 0.01552874 0.4761747 ]
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</pre></div>
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</div>
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@@ -1867,26 +1894,26 @@ lowercase letters for vectors and uppercase letters for matrices)</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>[[0.35514368 0.73972932 0.76212914 0.13867518 0.13118774 0.68772578
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0.99509854 0.72532661 0.31471398 0.74840039]
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[0.50470576 0.98650215 0.40892859 0.45312744 0.73435999 0.02180258
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0.09650726 0.01846688 0.55640817 0.42742185]
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[0.66865889 0.38157698 0.90914803 0.6377013 0.57169969 0.62958747
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0.0334336 0.31566127 0.85013763 0.15807529]
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[0.47647836 0.36417623 0.63023737 0.23117504 0.3199881 0.61810248
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0.46659511 0.34693879 0.60314816 0.56963365]
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[0.89800468 0.93792515 0.21378153 0.81700981 0.79689487 0.11967653
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0.86528841 0.27518808 0.92397145 0.35768161]
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[0.89906633 0.80291466 0.94897736 0.41237041 0.13858317 0.80006807
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0.04373024 0.32186558 0.8492168 0.49905638]
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[0.09900923 0.98650823 0.62528192 0.64961094 0.00987022 0.57652181
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0.93176482 0.84388592 0.58384652 0.35577273]
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[0.01312254 0.0494262 0.93742122 0.45937581 0.76428845 0.09004029
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0.25529356 0.51566561 0.75079864 0.41790782]
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[0.44049151 0.89794988 0.98368659 0.7458376 0.13633112 0.81194394
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0.54213195 0.36985812 0.30873019 0.0538391 ]
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[0.58310989 0.51631859 0.78546777 0.17576105 0.11368985 0.01384313
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0.1949983 0.55960462 0.01496065 0.63588621]]
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>[[0.89184351 0.97435908 0.73122034 0.58084123 0.86891741 0.74957448
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0.65593984 0.06020264 0.48306473 0.47729832]
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[0.86445334 0.75532041 0.31162122 0.57261202 0.2257449 0.31160886
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0.68591105 0.01084359 0.57192197 0.83466807]
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[0.39525059 0.32684035 0.91648657 0.34904819 0.47052809 0.7029975
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0.0057065 0.1074792 0.6389681 0.16567361]
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[0.46984559 0.3241988 0.77559615 0.16431956 0.92604454 0.08624193
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0.17567503 0.96919836 0.00859693 0.39692815]
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[0.26817703 0.49224801 0.05240397 0.14260706 0.91365263 0.2876045
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0.38381781 0.23526911 0.28109198 0.01024875]
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[0.47892661 0.88377332 0.51858116 0.02345858 0.52087499 0.63309898
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0.589841 0.19433318 0.24071032 0.76262775]
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[0.67464946 0.69903406 0.44838546 0.72952595 0.41987877 0.0907958
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0.21998973 0.54856099 0.54725976 0.29390668]
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[0.75600095 0.3882273 0.13024288 0.19677112 0.6401576 0.34599598
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0.62351789 0.49211524 0.6267112 0.82121282]
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[0.77959897 0.35714377 0.08946029 0.70039784 0.60418171 0.618746
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0.46107913 0.41636775 0.94625725 0.85079059]
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[0.0525733 0.16201555 0.18147009 0.41408221 0.15173932 0.88501323
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0.01376216 0.8030191 0.61192203 0.64399916]]
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</pre></div>
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</div>
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</div>
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@@ -1941,13 +1968,13 @@ covariance matrix through the <strong>np.linalg.eig()</strong> function.</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>-0.014891664497538563
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3.926564304542535
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-0.09715081560068299
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[[ 1.04876305 3.19688765 3.16855533]
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[ 3.19688765 10.60958647 9.74474996]
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[ 3.16855533 9.74474996 15.34369306]]
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[23.87923449 0.07172103 3.05108705]
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.028638258927275215
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4.036527092051294
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0.19009085621304586
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[[ 1.07405556 3.2781456 2.97935648]
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[ 3.2781456 11.21805426 9.35966688]
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[ 2.97935648 9.35966688 14.77152924]]
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[23.38440469 0.10036694 3.57886743]
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</pre></div>
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</div>
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</div>
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@@ -2172,7 +2199,7 @@ Name: Aragorn, dtype: object
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<div class="cell_output docutils container">
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<div class="output traceback highlight-ipythontb notranslate"><div class="highlight"><pre><span></span><span class="gt">---------------------------------------------------------------------------</span>
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<span class="ne">AttributeError</span><span class="g g-Whitespace"> </span>Traceback (most recent call last)
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<span class="nn">/var/folders/td/3yk470mj5p931p9dtkk0y6jw0000gn/T/ipykernel_49291/1326197715.py</span> in <span class="ni">?</span><span class="nt">()</span>
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<span class="nn">/var/folders/td/3yk470mj5p931p9dtkk0y6jw0000gn/T/ipykernel_1539/1326197715.py</span> in <span class="ni">?</span><span class="nt">()</span>
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<span class="ne">----> </span><span class="mi">6</span> <span class="n">new_hobbit</span> <span class="o">=</span> <span class="p">{</span><span class="s1">'First Name'</span><span class="p">:</span> <span class="p">[</span><span class="s2">"Peregrin"</span><span class="p">],</span>
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<span class="g g-Whitespace"> </span><span class="mi">7</span> <span class="s1">'Last Name'</span><span class="p">:</span> <span class="p">[</span><span class="s2">"Took"</span><span class="p">],</span>
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<span class="g g-Whitespace"> </span><span class="mi">8</span> <span class="s1">'Place of birth'</span><span class="p">:</span> <span class="p">[</span><span class="s2">"Shire"</span><span class="p">],</span>
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