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

update

Browse Source
This commit is contained in:
Morten Hjorth-Jensen
2024-09-10 12:06:15 +02:00
parent 4a3985783f
commit 4e5c11dfa3
143 changed files with 2073 additions and 6207 deletions
Download Patch File Download Diff File Expand all files Collapse all files
doc/LectureNotes/_build/html/chapter2.html
+86 -59
View File
@@ -275,7 +275,34 @@ const thebe_selector_output = ".output, .cell_output"
</li>
<li class="toctree-l1">
<a class="reference internal" href="week36.html">
Week 36: Linear Rgeression and Statistical interpretations
Week 36: Linear Regression and Statistical interpretations
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="exercisesweek37.html">
Exercises week 37
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="week37.html">
Week 37: Statistical interpretations and Resampling Methods
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="exercisesweek38.html">
Exercises week 38
</a>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Projects
</span>
</p>
<ul class="nav bd-sidenav">
<li class="toctree-l1">
<a class="reference internal" href="project1.html">
Project 1 on Machine Learning, deadline October 7 (midnight), 2024
</a>
</li>
</ul>
@@ -1243,10 +1270,10 @@ covariance matrix through the <strong>np.linalg.eig()</strong> function.</p>
</div>
</div>
<div class="cell_output docutils container">
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>-0.15792278643800434
3.469596964296967
[[0.82924408 2.51097872]
[2.51097872 8.91660026]]
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.05005634426334421
4.366375489616074
[[ 0.93787605 2.95563211]
[ 2.95563211 10.33025801]]
</pre></div>
</div>
</div>
@@ -1283,10 +1310,10 @@ a more brute force way. Here we scale the mean values for each column of the des
</div>
</div>
<div class="cell_output docutils container">
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.08557805981945521
1.6515332649941654
[[1. 0.67509467]
[0.67509467 1. ]]
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.07808426989543932
1.4121966338442804
[[1. 0.70362677]
[0.70362677 1. ]]
</pre></div>
</div>
</div>
@@ -1316,30 +1343,30 @@ this matrix we easily see that it is a positive definite matrix.</p>
</div>
</div>
<div class="cell_output docutils container">
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>[[-1.2222736 -2.47780495]
[-0.84963695 -3.33047051]
[ 1.52869849 3.46922796]
[-0.31385129 -1.2500845 ]
[-0.02761005 0.80816668]
[-0.79036971 -1.8310483 ]
[ 0.22681817 -0.28207517]
[-0.69475072 -1.99810021]
[-0.17979265 -0.38267862]
[ 2.3227683 7.27486761]]
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>[[-0.34661376 -1.6809195 ]
[ 0.05792927 0.30915293]
[ 0.65183066 3.00564344]
[ 1.75018686 4.35667342]
[-0.75682834 -1.67875366]
[ 1.16654048 3.9065894 ]
[-1.86267497 -5.53585173]
[ 0.29803738 2.45731144]
[-0.63031478 -2.76157429]
[-0.3280928 -2.37827145]]
0 1
0 -1.222274 -2.477805
1 -0.849637 -3.330471
2 1.528698 3.469228
3 -0.313851 -1.250084
4 -0.027610 0.808167
5 -0.790370 -1.831048
6 0.226818 -0.282075
7 -0.694751 -1.998100
8 -0.179793 -0.382679
9 2.322768 7.274868
0 -0.346614 -1.680920
1 0.057929 0.309153
2 0.651831 3.005643
3 1.750187 4.356673
4 -0.756828 -1.678754
5 1.166540 3.906589
6 -1.862675 -5.535852
7 0.298037 2.457311
8 -0.630315 -2.761574
9 -0.328093 -2.378271
0 1
0 1.000000 0.972591
1 0.972591 1.000000
0 1.000000 0.959076
1 0.959076 1.000000
</pre></div>
</div>
</div>
@@ -1396,37 +1423,37 @@ this matrix we easily see that it is a positive definite matrix.</p>
<div class="cell_output docutils container">
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span> 0 1 2 3 4 5 6 7 \
0 0.0 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000
1 0.0 0.078704 0.076964 0.076716 0.075698 0.074706 0.067097 0.066458
2 0.0 0.076964 0.076620 0.076716 0.076383 0.075972 0.068301 0.068022
3 0.0 0.076716 0.076716 0.079642 0.079578 0.079412 0.072860 0.072759
4 0.0 0.075698 0.076383 0.079578 0.079873 0.080016 0.073481 0.073581
5 0.0 0.074706 0.075972 0.079412 0.080016 0.080425 0.073934 0.074208
6 0.0 0.067097 0.068301 0.072860 0.073481 0.073934 0.068963 0.069275
7 0.0 0.066458 0.068022 0.072759 0.073581 0.074208 0.069275 0.069704
8 0.0 0.065860 0.067729 0.072633 0.073627 0.074407 0.069521 0.070054
9 0.0 0.065299 0.067429 0.072489 0.073634 0.074548 0.069717 0.070342
10 0.0 0.058190 0.060003 0.065359 0.066349 0.067149 0.063511 0.064061
11 0.0 0.057786 0.059797 0.065273 0.066380 0.067284 0.063684 0.064307
12 0.0 0.057415 0.059597 0.065186 0.066395 0.067392 0.063832 0.064521
13 0.0 0.057076 0.059406 0.065101 0.066402 0.067482 0.063965 0.064713
14 0.0 0.056767 0.059226 0.065024 0.066406 0.067560 0.064087 0.064889
1 0.0 0.084996 0.084434 0.084712 0.085455 0.086212 0.075771 0.076638
2 0.0 0.084434 0.084514 0.084042 0.085120 0.086230 0.075176 0.076259
3 0.0 0.084712 0.084042 0.089718 0.090439 0.091159 0.083479 0.084358
4 0.0 0.085455 0.085120 0.090439 0.091388 0.092347 0.084091 0.085139
5 0.0 0.086212 0.086230 0.091159 0.092347 0.093554 0.084695 0.085918
6 0.0 0.075771 0.075176 0.083479 0.084091 0.084695 0.079903 0.080657
7 0.0 0.076638 0.076259 0.084358 0.085139 0.085918 0.080657 0.081544
8 0.0 0.077567 0.077411 0.085294 0.086250 0.087210 0.081457 0.082482
9 0.0 0.078557 0.078636 0.086286 0.087424 0.088574 0.082303 0.083471
10 0.0 0.066997 0.066458 0.075909 0.076389 0.076857 0.074221 0.074824
11 0.0 0.067764 0.067380 0.076693 0.077304 0.077906 0.074892 0.075602
12 0.0 0.068592 0.068369 0.077539 0.078284 0.079027 0.075615 0.076436
13 0.0 0.069484 0.069427 0.078447 0.079334 0.080222 0.076393 0.077329
14 0.0 0.070441 0.070558 0.079420 0.080453 0.081494 0.077226 0.078282
8 9 10 11 12 13 14
0 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000
1 0.065860 0.065299 0.058190 0.057786 0.057415 0.057076 0.056767
2 0.067729 0.067429 0.060003 0.059797 0.059597 0.059406 0.059226
3 0.072633 0.072489 0.065359 0.065273 0.065186 0.065101 0.065024
4 0.073627 0.073634 0.066349 0.066380 0.066395 0.066402 0.066406
5 0.074407 0.074548 0.067149 0.067284 0.067392 0.067482 0.067560
6 0.069521 0.069717 0.063511 0.063684 0.063832 0.063965 0.064087
7 0.070054 0.070342 0.064061 0.064307 0.064521 0.064713 0.064889
8 0.070496 0.070868 0.064530 0.064841 0.065115 0.065361 0.065588
9 0.070868 0.071315 0.064933 0.065304 0.065633 0.065930 0.066204
10 0.064530 0.064933 0.059711 0.060043 0.060340 0.060612 0.060864
11 0.064841 0.065304 0.060043 0.060422 0.060764 0.061076 0.061367
12 0.065115 0.065633 0.060340 0.060764 0.061146 0.061496 0.061822
13 0.065361 0.065930 0.060612 0.061076 0.061496 0.061882 0.062242
14 0.065588 0.066204 0.060864 0.061367 0.061822 0.062242 0.062634
1 0.077567 0.078557 0.066997 0.067764 0.068592 0.069484 0.070441
2 0.077411 0.078636 0.066458 0.067380 0.068369 0.069427 0.070558
3 0.085294 0.086286 0.075909 0.076693 0.077539 0.078447 0.079420
4 0.086250 0.087424 0.076389 0.077304 0.078284 0.079334 0.080453
5 0.087210 0.088574 0.076857 0.077906 0.079027 0.080222 0.081494
6 0.081457 0.082303 0.074221 0.074892 0.075615 0.076393 0.077226
7 0.082482 0.083471 0.074824 0.075602 0.076436 0.077329 0.078282
8 0.083564 0.084702 0.075463 0.076351 0.077301 0.078313 0.079391
9 0.084702 0.085996 0.076138 0.077141 0.078210 0.079347 0.080555
10 0.075463 0.076138 0.070095 0.070630 0.071208 0.071831 0.072500
11 0.076351 0.077141 0.070630 0.071252 0.071921 0.072638 0.073405
12 0.077301 0.078210 0.071208 0.071921 0.072684 0.073499 0.074368
13 0.078313 0.079347 0.071831 0.072638 0.073499 0.074417 0.075392
14 0.079391 0.080555 0.072500 0.073405 0.074368 0.075392 0.076479
</pre></div>
</div>
</div>