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Morten Hjorth-Jensen
2024-11-18 16:45:41 +01:00
parent 3147098147
commit d0b6548cb6
9 changed files with 212 additions and 203 deletions
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doc/pub/week47/html/._week47-bs001.html
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@@ -358,9 +358,10 @@ MathJax.Hub.Config({
<li> Readings and Videos:
<ol type="a"></li>
<li> These lecture notes at <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/pub/week47/ipynb/week47.ipynb" target="_self"><tt>https://github.com/CompPhysics/MachineLearning/blob/master/doc/pub/week47/ipynb/week47.ipynb</tt></a></li>
<li> See also lecture notes from week 46 at <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/pub/week46/ipynb/week46.ipynb" target="_self"><tt>https://github.com/CompPhysics/MachineLearning/blob/master/doc/pub/week46/ipynb/week46.ipynb</tt></a>. The lecture on Monday starts with a repetition on how to make a decision tree.
<!-- * <a href="https://youtu.be/SpWXsvn5I9E" target="_self">Video of Lecture</a> -->
<!-- * <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2023/NotesNov23.pdf" target="_self">Whiteboard notes</a> --></li>
<li> See also lecture notes from week 46 at <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/pub/week46/ipynb/week46.ipynb" target="_self"><tt>https://github.com/CompPhysics/MachineLearning/blob/master/doc/pub/week46/ipynb/week46.ipynb</tt></a>. The lecture on Monday starts with a repetition on how to make a decision tree.</li>
<li> Video of lecture at <a href="https://youtu.be/RIHzmLv05DA" target="_self"><tt>https://youtu.be/RIHzmLv05DA</tt></a></li>
<li> Whiteboard notes at <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2024/NotesNovember18.pdf" target="_self"><tt>https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2024/NotesNovember18.pdf</tt></a>
<!-- * <a href="https://youtu.be/SpWXsvn5I9E" target="_self">Video of Lecture</a> --></li>
<li> Video on Decision trees <a href="https://www.youtube.com/watch?v=RmajweUFKvM&ab_channel=Simplilearn" target="_self"><tt>https://www.youtube.com/watch?v=RmajweUFKvM&ab_channel=Simplilearn</tt></a></li>
<li> Video on boosting methods <a href="https://www.youtube.com/watch?v=wPqtzj5VZus&ab_channel=H2O.ai" target="_self"><tt>https://www.youtube.com/watch?v=wPqtzj5VZus&ab_channel=H2O.ai</tt></a></li>
<li> Video on AdaBoost <a href="https://www.youtube.com/watch?v=LsK-xG1cLYA" target="_self"><tt>https://www.youtube.com/watch?v=LsK-xG1cLYA</tt></a></li>
doc/pub/week47/html/week47-reveal.html
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@@ -217,9 +217,10 @@ MathJax.Hub.Config({
<p><li> Readings and Videos:
<ol type="a"></li>
<p><li> These lecture notes at <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/pub/week47/ipynb/week47.ipynb" target="_blank"><tt>https://github.com/CompPhysics/MachineLearning/blob/master/doc/pub/week47/ipynb/week47.ipynb</tt></a></li>
<p><li> See also lecture notes from week 46 at <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/pub/week46/ipynb/week46.ipynb" target="_blank"><tt>https://github.com/CompPhysics/MachineLearning/blob/master/doc/pub/week46/ipynb/week46.ipynb</tt></a>. The lecture on Monday starts with a repetition on how to make a decision tree.
<!-- * <a href="https://youtu.be/SpWXsvn5I9E" target="_blank">Video of Lecture</a> -->
<!-- * <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2023/NotesNov23.pdf" target="_blank">Whiteboard notes</a> --></li>
<p><li> See also lecture notes from week 46 at <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/pub/week46/ipynb/week46.ipynb" target="_blank"><tt>https://github.com/CompPhysics/MachineLearning/blob/master/doc/pub/week46/ipynb/week46.ipynb</tt></a>. The lecture on Monday starts with a repetition on how to make a decision tree.</li>
<p><li> Video of lecture at <a href="https://youtu.be/RIHzmLv05DA" target="_blank"><tt>https://youtu.be/RIHzmLv05DA</tt></a></li>
<p><li> Whiteboard notes at <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2024/NotesNovember18.pdf" target="_blank"><tt>https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2024/NotesNovember18.pdf</tt></a>
<!-- * <a href="https://youtu.be/SpWXsvn5I9E" target="_blank">Video of Lecture</a> --></li>
<p><li> Video on Decision trees <a href="https://www.youtube.com/watch?v=RmajweUFKvM&ab_channel=Simplilearn" target="_blank"><tt>https://www.youtube.com/watch?v=RmajweUFKvM&ab_channel=Simplilearn</tt></a></li>
<p><li> Video on boosting methods <a href="https://www.youtube.com/watch?v=wPqtzj5VZus&ab_channel=H2O.ai" target="_blank"><tt>https://www.youtube.com/watch?v=wPqtzj5VZus&ab_channel=H2O.ai</tt></a></li>
<p><li> Video on AdaBoost <a href="https://www.youtube.com/watch?v=LsK-xG1cLYA" target="_blank"><tt>https://www.youtube.com/watch?v=LsK-xG1cLYA</tt></a></li>
doc/pub/week47/html/week47-solarized.html
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@@ -316,9 +316,10 @@ MathJax.Hub.Config({
<li> Readings and Videos:
<ol type="a"></li>
<li> These lecture notes at <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/pub/week47/ipynb/week47.ipynb" target="_blank"><tt>https://github.com/CompPhysics/MachineLearning/blob/master/doc/pub/week47/ipynb/week47.ipynb</tt></a></li>
<li> See also lecture notes from week 46 at <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/pub/week46/ipynb/week46.ipynb" target="_blank"><tt>https://github.com/CompPhysics/MachineLearning/blob/master/doc/pub/week46/ipynb/week46.ipynb</tt></a>. The lecture on Monday starts with a repetition on how to make a decision tree.
<!-- * <a href="https://youtu.be/SpWXsvn5I9E" target="_blank">Video of Lecture</a> -->
<!-- * <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2023/NotesNov23.pdf" target="_blank">Whiteboard notes</a> --></li>
<li> See also lecture notes from week 46 at <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/pub/week46/ipynb/week46.ipynb" target="_blank"><tt>https://github.com/CompPhysics/MachineLearning/blob/master/doc/pub/week46/ipynb/week46.ipynb</tt></a>. The lecture on Monday starts with a repetition on how to make a decision tree.</li>
<li> Video of lecture at <a href="https://youtu.be/RIHzmLv05DA" target="_blank"><tt>https://youtu.be/RIHzmLv05DA</tt></a></li>
<li> Whiteboard notes at <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2024/NotesNovember18.pdf" target="_blank"><tt>https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2024/NotesNovember18.pdf</tt></a>
<!-- * <a href="https://youtu.be/SpWXsvn5I9E" target="_blank">Video of Lecture</a> --></li>
<li> Video on Decision trees <a href="https://www.youtube.com/watch?v=RmajweUFKvM&ab_channel=Simplilearn" target="_blank"><tt>https://www.youtube.com/watch?v=RmajweUFKvM&ab_channel=Simplilearn</tt></a></li>
<li> Video on boosting methods <a href="https://www.youtube.com/watch?v=wPqtzj5VZus&ab_channel=H2O.ai" target="_blank"><tt>https://www.youtube.com/watch?v=wPqtzj5VZus&ab_channel=H2O.ai</tt></a></li>
<li> Video on AdaBoost <a href="https://www.youtube.com/watch?v=LsK-xG1cLYA" target="_blank"><tt>https://www.youtube.com/watch?v=LsK-xG1cLYA</tt></a></li>
doc/pub/week47/html/week47.html
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@@ -393,9 +393,10 @@ MathJax.Hub.Config({
<li> Readings and Videos:
<ol type="a"></li>
<li> These lecture notes at <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/pub/week47/ipynb/week47.ipynb" target="_blank"><tt>https://github.com/CompPhysics/MachineLearning/blob/master/doc/pub/week47/ipynb/week47.ipynb</tt></a></li>
<li> See also lecture notes from week 46 at <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/pub/week46/ipynb/week46.ipynb" target="_blank"><tt>https://github.com/CompPhysics/MachineLearning/blob/master/doc/pub/week46/ipynb/week46.ipynb</tt></a>. The lecture on Monday starts with a repetition on how to make a decision tree.
<!-- * <a href="https://youtu.be/SpWXsvn5I9E" target="_blank">Video of Lecture</a> -->
<!-- * <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2023/NotesNov23.pdf" target="_blank">Whiteboard notes</a> --></li>
<li> See also lecture notes from week 46 at <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/pub/week46/ipynb/week46.ipynb" target="_blank"><tt>https://github.com/CompPhysics/MachineLearning/blob/master/doc/pub/week46/ipynb/week46.ipynb</tt></a>. The lecture on Monday starts with a repetition on how to make a decision tree.</li>
<li> Video of lecture at <a href="https://youtu.be/RIHzmLv05DA" target="_blank"><tt>https://youtu.be/RIHzmLv05DA</tt></a></li>
<li> Whiteboard notes at <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2024/NotesNovember18.pdf" target="_blank"><tt>https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2024/NotesNovember18.pdf</tt></a>
<!-- * <a href="https://youtu.be/SpWXsvn5I9E" target="_blank">Video of Lecture</a> --></li>
<li> Video on Decision trees <a href="https://www.youtube.com/watch?v=RmajweUFKvM&ab_channel=Simplilearn" target="_blank"><tt>https://www.youtube.com/watch?v=RmajweUFKvM&ab_channel=Simplilearn</tt></a></li>
<li> Video on boosting methods <a href="https://www.youtube.com/watch?v=wPqtzj5VZus&ab_channel=H2O.ai" target="_blank"><tt>https://www.youtube.com/watch?v=wPqtzj5VZus&ab_channel=H2O.ai</tt></a></li>
<li> Video on AdaBoost <a href="https://www.youtube.com/watch?v=LsK-xG1cLYA" target="_blank"><tt>https://www.youtube.com/watch?v=LsK-xG1cLYA</tt></a></li>
doc/pub/week47/ipynb/DataFiles/ride.dot
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digraph Tree {
node [shape=box, style="filled, rounded", color="black", fontname="helvetica"] ;
edge [fontname="helvetica"] ;
0 [label="x[13] <= 0.5\ngini = 0.48\nsamples = 15\nvalue = [4, 10, 1]", fillcolor="#93f1ba"] ;
0 [label="x[9] <= 0.5\ngini = 0.48\nsamples = 15\nvalue = [4, 10, 1]", fillcolor="#93f1ba"] ;
1 [label="x[1] <= 0.5\ngini = 0.408\nsamples = 14\nvalue = [4, 10, 0]", fillcolor="#88efb3"] ;
0 -> 1 [labeldistance=2.5, labelangle=45, headlabel="True"] ;
2 [label="gini = 0.48\nsamples = 10\nvalue = [4, 6, 0]", fillcolor="#bdf6d5"] ;
doc/pub/week47/ipynb/Results/FigureFiles/baggingboot.png
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doc/pub/week47/ipynb/ipynb-week47-src.tar.gz
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doc/pub/week47/ipynb/week47.ipynb
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doc/src/week47/week47.do.txt
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@@ -16,8 +16,10 @@ o Basics of decision trees, classification and regression algorithms and ensembl
o Readings and Videos:
o These lecture notes at URL:"https://github.com/CompPhysics/MachineLearning/blob/master/doc/pub/week47/ipynb/week47.ipynb"
o See also lecture notes from week 46 at URL:"https://github.com/CompPhysics/MachineLearning/blob/master/doc/pub/week46/ipynb/week46.ipynb". The lecture on Monday starts with a repetition on how to make a decision tree.
o Video of lecture at URL:"https://youtu.be/RIHzmLv05DA"
o Whiteboard notes at URL:"https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2024/NotesNovember18.pdf"
# * "Video of Lecture":"https://youtu.be/SpWXsvn5I9E"
# * "Whiteboard notes":"https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2023/NotesNov23.pdf"
o Video on Decision trees URL:"https://www.youtube.com/watch?v=RmajweUFKvM&ab_channel=Simplilearn"
o Video on boosting methods URL:"https://www.youtube.com/watch?v=wPqtzj5VZus&ab_channel=H2O.ai"
o Video on AdaBoost URL:"https://www.youtube.com/watch?v=LsK-xG1cLYA"