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@@ -343,6 +343,16 @@ const thebe_selector_output = ".output, .cell_output"
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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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<li class="toctree-l1">
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<a class="reference internal" href="week44.html">
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Week 44, Convolutional Neural Networks (CNN)
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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="week45.html">
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Week 45, Recurrent Neural Networks
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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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@@ -1035,27 +1045,27 @@ 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>2.0994119523801045
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[[12.84061976 8.96489054 20.01094579 11.7317759 10.16168848 9.47128712
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5.28962017 13.19870992 12.47831084 19.16089488]
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[ 8.96489054 6.25898624 13.97097196 8.19073291 7.09455047 6.61253537
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3.69303559 9.21489709 8.71193859 13.37749489]
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[20.01094579 13.97097196 31.18525109 18.28291282 15.83607342 14.76014528
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8.24339513 20.56899695 19.44632008 29.86052354]
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[11.7317759 8.19073291 18.28291282 10.71868557 9.28418209 8.65339992
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4.83283826 12.0589434 11.40075395 17.50626752]
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[10.16168848 7.09455047 15.83607342 9.28418209 8.04166112 7.49529781
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4.18604968 10.44507049 9.87496787 15.16336815]
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[ 9.47128712 6.61253537 14.76014528 8.65339992 7.49529781 6.9860553
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3.90164278 9.7354157 9.20404676 14.13314468]
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[ 5.28962017 3.69303559 8.24339513 4.83283826 4.18604968 3.90164278
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2.1790289 5.43713337 5.14036907 7.8932215 ]
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[13.19870992 9.21489709 20.56899695 12.0589434 10.44507049 9.7354157
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5.43713337 13.56678624 12.82629718 19.69524041]
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[12.47831084 8.71193859 19.44632008 11.40075395 9.87496787 9.20404676
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5.14036907 12.82629718 12.12622478 18.62025406]
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[19.16089488 13.37749489 29.86052354 17.50626752 15.16336815 14.13314468
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7.8932215 19.69524041 18.62025406 28.59206948]]
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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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</pre></div>
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</div>
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</div>
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@@ -1323,15 +1333,15 @@ 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>0.035513525941656535
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4.0516821246279795
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-0.00822879725131466
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1.0340060287164625 10.447659635275407 10.449001126081919
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3.1285896350792584 2.5721905504656455 7.8028954343792245
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[[ 1.03400603 3.12858964 2.57219055]
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[ 3.12858964 10.44765964 7.80289543]
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[ 2.57219055 7.80289543 10.44900113]]
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[19.14871402 0.07942491 2.70252786]
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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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</pre></div>
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</div>
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</div>
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@@ -1661,7 +1671,7 @@ 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>-0.024318244280276506 1.0399587275832265
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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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</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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