lars/FYS-STK4155
1
0
Fork 0
Code Issues Pull Requests Actions Packages Projects Releases Wiki Activity

small update

Browse Source
This commit is contained in:
Morten Hjorth-Jensen
2023-09-03 14:22:23 +02:00
parent 3cc1f701c0
commit 7f3ecb7bb7
103 changed files with 16669 additions and 1168 deletions
Download Patch File Download Diff File Expand all files Collapse all files
doc/LectureNotes/_build/html/week35.html
+42 -32
View File
@@ -55,6 +55,7 @@ const thebe_selector_output = ".output, .cell_output"
<script defer="defer" src="https://cdn.jsdelivr.net/npm/mathjax@3/es5/tex-mml-chtml.js"></script>
<link rel="index" title="Index" href="genindex.html" />
<link rel="search" title="Search" href="search.html" />
<link rel="next" title="Exercises week 36" href="exercisesweek36.html" />
<link rel="prev" title="Exercises week 35" href="exercisesweek35.html" />
<meta name="viewport" content="width=device-width, initial-scale=1" />
<meta name="docsearch:language" content="None">
@@ -267,6 +268,16 @@ const thebe_selector_output = ".output, .cell_output"
Week 35: From Ordinary Linear Regression to Ridge and Lasso Regression
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="exercisesweek36.html">
Exercises week 36
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="week36.html">
Week 36: Statistical interpretation of Linear Regression and Resampling techniques
</a>
</li>
</ul>
</div>
@@ -1613,7 +1624,7 @@ Since we are not using <strong>Scikit-Learn</strong> here we can define our own
</div>
</div>
<div class="cell_output docutils container">
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.9949347794612255
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.9959033816551833
</pre></div>
</div>
</div>
@@ -1630,7 +1641,7 @@ Since we are not using <strong>Scikit-Learn</strong> here we can define our own
</div>
</div>
<div class="cell_output docutils container">
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.01028995427580139
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.009290411029763584
</pre></div>
</div>
</div>
@@ -1645,31 +1656,23 @@ Since we are not using <strong>Scikit-Learn</strong> here we can define our own
</div>
</div>
<div class="cell_output docutils container">
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>[3.27961873e-03 1.75320666e-02 3.97840267e-02 1.41369795e-02
1.12890007e-02 3.55765644e-02 1.34914442e-03 9.92463154e-03
3.86416637e-02 8.40062254e-03 1.58912508e-02 7.41091395e-02
2.28266792e-02 1.29662593e-03 1.47977394e-02 1.48877744e-02
3.81874188e-02 7.92322465e-02 3.43012535e-02 1.47732343e-02
2.59567145e-02 1.77816763e-02 1.07826171e-02 3.45241645e-02
3.01752962e-02 4.99180856e-03 2.49838167e-04 4.38432672e-03
5.93034176e-03 2.54644646e-02 1.76834212e-02 1.85785878e-02
3.70827971e-02 9.47008799e-03 6.04008203e-02 2.45865699e-02
2.43113284e-03 2.65643756e-02 1.40768645e-01 4.45840226e-03
1.23365145e-02 3.49001938e-02 3.65693278e-02 2.08966600e-02
1.45112450e-02 1.27524966e-02 7.26193455e-02 3.00129543e-02
5.95594445e-03 1.06826023e-02 1.32609560e-02 1.42729886e-02
2.87131961e-02 6.39892216e-02 4.19650622e-02 2.78272242e-02
1.19023414e-02 2.32474290e-02 5.36904006e-02 7.48259891e-03
2.74997869e-02 3.08549564e-02 4.12211324e-02 1.06229862e-02
4.41816468e-02 5.87890188e-04 4.41486312e-02 1.41083418e-02
5.35759569e-03 2.89869600e-02 2.20517254e-02 2.65534935e-02
1.04481443e-02 2.47355725e-02 1.00634741e-02 2.73185363e-02
1.13375152e-02 4.40236659e-02 1.20669787e-02 7.63258368e-02
1.13208672e-04 1.15746031e-02 9.91094169e-03 4.09789363e-02
5.98604688e-02 1.47082726e-02 1.54957609e-02 3.71921767e-02
2.85688243e-03 7.15752533e-04 4.77553346e-02 2.33370315e-03
3.30638512e-05 7.19284552e-02 5.16049171e-02 7.79000942e-03
2.70465373e-02 5.84696315e-02 5.47099765e-02 6.36462687e-02]
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>[0.02126934 0.07602623 0.0014937 0.01294617 0.05421908 0.02237669
0.0026081 0.00564956 0.00399247 0.05763394 0.00040953 0.06861085
0.0098629 0.01199845 0.0097577 0.03260201 0.020964 0.01933058
0.02255062 0.01801774 0.04039087 0.00472303 0.01003763 0.01487742
0.05554042 0.00886682 0.05110883 0.02944194 0.00806407 0.01028231
0.03613949 0.03352185 0.0512238 0.01525206 0.00660801 0.01073938
0.06353697 0.00700232 0.0391902 0.08741274 0.01227458 0.01049472
0.04691549 0.00963223 0.0143088 0.05177527 0.00850988 0.01121347
0.02768957 0.02259051 0.02233576 0.01322543 0.02143332 0.01400329
0.00102864 0.01322099 0.00611932 0.01011376 0.13281267 0.00684221
0.05358851 0.02232779 0.00695738 0.03054765 0.00554475 0.05748797
0.03507211 0.00563446 0.03123832 0.00033779 0.01122997 0.1098906
0.07003926 0.03718926 0.0695405 0.00605451 0.0456042 0.00477722
0.01224109 0.01072866 0.04273116 0.01873409 0.02903947 0.01927709
0.00819724 0.00628788 0.00086553 0.02341603 0.0525063 0.03546779
0.03012368 0.05069808 0.00327082 0.00517074 0.00071305 0.01194406
0.05454172 0.02480935 0.00577016 0.02925853]
</pre></div>
</div>
</div>
@@ -1738,15 +1741,15 @@ but now splitting the data into a training set and a test set.</p>
</div>
</div>
<div class="cell_output docutils container">
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>[ 1.96667129 1.00622755 0.25455904 7.36570403 -3.55965719]
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>[ 2.04860436 -0.39444293 5.97533203 -0.78980112 0.09575221]
Training R2
0.9967912002709148
0.9960913291755783
Training MSE
0.007098683295819775
0.008823125370709272
Test R2
0.9957763445154583
0.9906601091977738
Test MSE
0.008754614401844201
0.01969004537138309
</pre></div>
</div>
</div>
@@ -4221,6 +4224,13 @@ C(\boldsymbol{X},\boldsymbol{\beta})=\frac{1}{n}\left\{(\boldsymbol{y}-\boldsymb
<p class="prev-next-title">Exercises week 35</p>
</div>
</a>
<a class='right-next' id="next-link" href="exercisesweek36.html" title="next page">
<div class="prev-next-info">
<p class="prev-next-subtitle">next</p>
<p class="prev-next-title">Exercises week 36</p>
</div>
<i class="fas fa-angle-right"></i>
</a>
</div>
</div>