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Morten Hjorth-Jensen
2025-07-29 07:40:33 +02:00
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TITLE: Week 47: From Decision Trees to Ensemble Methods, Random Forests and Boosting Methods
AUTHOR: Morten Hjorth-Jensen {copyright, 1999-present|CC BY-NC} at Department of Physics, University of Oslo & Department of Physics and Astronomy and Facility for Rare Ion Beams, Michigan State University
DATE: November 18-22, 2024
AUTHOR: Morten Hjorth-Jensen {copyright, 1999-present|CC BY-NC} at Department of Physics, University of Oslo, Norway
DATE: November 17-21, 2025
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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"
# 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"
o Video on Decision trees URL:"https://www.youtube.com/watch?v=RmajweUFKvM&ab_channel=Simplilearn"