Plans for week 48, November 25-29

Dear all, welcome to our last week of lectures. It feels always sad when the semester is over. It has been a true pleasure to meet you all.

Our last lecture is this Monday, November 25. Note that we are going to have the lecture in Store Fysiske Auditorium, just one floor below the place where we have been having our lectures.

Here is our plan for this coming week, plus plan for the lab sessions for the week of December 2-6.

 

Plans for the lecture Monday 25 November, with video suggestions etc.

  1. Boosting and gradient boosting and ensemble models

  2. Summary of course

  3. Readings and Videos:

a. These lecture notes at https://github.com/CompPhysics/MachineLearning/blob/master/doc/pub/week48/ipynb/week48.ipynb

b. See also lecture notes from week 47 at https://github.com/CompPhysics/MachineLearning/blob/master/doc/pub/week47/ipynb/week47.ipynb. The lecture on Monday starts with a repetition on AdaBoost before we move over to gradient boosting with examples

c. Video on Decision trees https://www.youtube.com/watch?v=RmajweUFKvM&ab_channel=Simplilearn

d. Video on boosting methods https://www.youtube.com/watch?v=wPqtzj5VZus&ab_channel=H2O.ai

e. Video on AdaBoost https://www.youtube.com/watch?v=LsK-xG1cLYA

f. Video on Gradient boost, part 1, parts 2-4 follow thereafter https://www.youtube.com/watch?v=3CC4N4z3GJc

g. Decision Trees: Rashcka et al chapter 3 pages 86-98, and chapter 7 on Ensemble methods, Voting and Bagging and Gradient Boosting. See also lecture from STK-IN4300, lecture 7 at /studier/emner/matnat/math/STK-IN4300/h20/slides/lecture_7.pdf.

 

Lab sessions on Tuesday and Wednesday.

  • Work and Discussion of project 3

  • Last weekly exercise

  • Lab sessions at usual times.

  • For the week of December 2-6, lab sessions start at 10am and end at 4pm, room F?434, Tuesday and Wednesday

Best wishes to you all,

Fahimeh, Ida, Karl Henrik, Mia, Morten, Odin and Sigurd

Publisert 24. nov. 2024 10:41 - Sist endret 24. nov. 2024 10:41