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@@ -308,6 +308,21 @@ const thebe_selector_output = ".output, .cell_output"
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Week 39: Optimization and Gradient Methods
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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="week40.html">
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Week 40: Gradient descent methods (continued) and start 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="exercisesweek41.html">
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Exercises week 41
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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="week41.html">
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Week 41 Neural networks and constructing a neural network code
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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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@@ -320,6 +335,11 @@ const thebe_selector_output = ".output, .cell_output"
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Project 1 on Machine Learning, deadline October 7 (midnight), 2024
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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="project2.html">
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Project 2 on Machine Learning, deadline November 4 (Midnight)
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</a>
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</li>
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</ul>
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</div>
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@@ -995,27 +1015,27 @@ 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>3.613893902124586
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[[18.33217312 13.09829902 1.98271562 18.53534008 -0.88860399 18.12957454
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7.18043393 1.59698459 17.87186187 10.81979166]
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[13.09829902 9.35870701 1.41664613 13.24346138 -0.63490568 12.95354276
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5.13040489 1.14104212 12.76940759 7.73071831]
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[ 1.98271562 1.41664613 0.21444055 2.00468914 -0.09610694 1.96080358
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0.77659961 0.17272182 1.93293067 1.17021424]
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[18.53534008 13.24346138 2.00468914 18.74075864 -0.89845198 18.33049619
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7.26001134 1.61468323 18.0699274 10.93970238]
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[-0.88860399 -0.63490568 -0.09610694 -0.89845198 0.04307275 -0.87878356
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-0.3480527 -0.07740964 -0.86629161 -0.52446101]
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[18.12957454 12.95354276 1.96080358 18.33049619 -0.87878356 17.92921498
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7.10107914 1.57933547 17.67435043 10.7002164 ]
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[ 7.18043393 5.13040489 0.77659961 7.26001134 -0.3480527 7.10107914
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2.81246697 0.62551462 7.000137 4.23794815]
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[ 1.59698459 1.14104212 0.17272182 1.61468323 -0.07740964 1.57933547
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0.62551462 0.13911934 1.55688514 0.94255277]
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[17.87186187 12.76940759 1.93293067 18.0699274 -0.86629161 17.67435043
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7.000137 1.55688514 17.42310878 10.54811237]
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[10.81979166 7.73071831 1.17021424 10.93970238 -0.52446101 10.7002164
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4.23794815 0.94255277 10.54811237 6.38592549]]
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>4.177786562639708
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[[ 8.02409835 11.56990537 11.96799937 6.11006373 8.01793972 4.09014451
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12.65476419 -4.31938579 13.04431557 14.12208052]
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[11.56990537 16.68258595 17.25659561 8.81006889 11.56102529 5.89755794
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18.2468382 -6.22809974 18.80853029 20.36255393]
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[11.96799937 17.25659561 17.85035562 9.11320323 11.95881375 6.10047943
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18.8746702 -6.44239442 19.45568883 21.06318287]
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[ 6.11006373 8.81006889 9.11320323 4.65259487 6.10537416 3.11449867
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9.63615006 -3.2890577 9.93277949 10.75345893]
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[ 8.01793972 11.56102529 11.95881375 6.10537416 8.01178583 4.08700526
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12.64505146 -4.31607059 13.03430385 14.1112416 ]
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[ 4.09014451 5.89755794 6.10047943 3.11449867 4.08700526 2.08487999
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6.45054585 -2.20173175 6.64911288 7.19848482]
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[12.65476419 18.2468382 18.8746702 9.63615006 12.64505146 6.45054585
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19.95776346 -6.81208109 20.57212292 22.27186049]
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[-4.31938579 -6.22809974 -6.44239442 -3.2890577 -4.31607059 -2.20173175
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-6.81208109 2.32513272 -7.02177725 -7.60193996]
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[13.04431557 18.80853029 19.45568883 9.93277949 13.03430385 6.64911288
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20.57212292 -7.02177725 21.20539421 22.95745476]
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[14.12208052 20.36255393 21.06318287 10.75345893 14.1112416 7.19848482
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22.27186049 -7.60193996 22.95745476 24.85427641]]
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</pre></div>
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</div>
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</div>
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@@ -1283,15 +1303,15 @@ 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>0.0973900819831327
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4.559791959661649
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0.6333349473431832
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1.1064601390492845 11.271260217275557 17.072290639572326
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3.390334838933238 3.4951301940723654 11.033233504714921
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[[ 1.10646014 3.39033484 3.49513019]
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[ 3.39033484 11.27126022 11.0332335 ]
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[ 3.49513019 11.0332335 17.07229064]]
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[26.5020612 0.075885 2.8720648]
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.061772005077293704
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4.355734685106391
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-0.03692132794542241
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1.0765856870687196 10.882972378790114 11.598549916355722
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3.274394546800107 2.662153330760193 7.985725003240627
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[[ 1.07658569 3.27439455 2.66215333]
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[ 3.27439455 10.88297238 7.985725 ]
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[ 2.66215333 7.985725 11.59854992]]
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[20.15422927 0.07415258 3.32972613]
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</pre></div>
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</div>
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</div>
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@@ -1621,7 +1641,7 @@ 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>-0.02214409916811925 1.073576975500551
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<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>-0.0370757046153366 1.001106660107757
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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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