ML 2024 TODO’s

Table of Contents

Machine Learning for Economics and Finance - with Python [83%] [10/12]
Machine Learning for Economics and Finance - with R [83%] [10/12]

Machine Learning for Economics and Finance - with Python `[83%]` `[10/12]`

Figure 1: Machine Learning courseplan with Python.

Intro to Python
- pytnon-intro.ipynb
Practice Python exercises
- python-exercises.ipynb
- python-exercises_solution.ipynb
00 Introduction
01 Supervised Learning: Regressions
- Script codes
- 01_Auto_data.ipynb
- 01_Auto_data_1.ipynb
- 01_Auto_data_2.ipynb
- 01_Auto_data_2_solution.ipynb
02 Supervised Learning: Classification
- Script codes
- 02_Auto_data.ipynb
- 02_Default_data.ipynb (Tast 1)
- 02_Default_data_solution.ipynb (Tast 1)
03 Cross Validation
- Script codes
- 03_Auto_data_CV.ipynb
- 03_Auto_data_val_set.ipynb
- 03_Default_data.ipynb
Problem Set 1
- TODO: 2.5 Model table overview - values issue
04 Subset Selection \(\&\) Shrinkage
- Script codes
- 04_ForwardSelection.ipynb
- 04_RidgeRegression_Task_Solution.ipynb
- 04_RidgeRegression.ipynb
05 Tree-Based Methods
- Script codes
- 05_Trees_Carseats.ipynb
- 05_Trees_Hitters.ipynb
Problem Set 2 \(\leftarrow\) IN PROGRESS
06 Deep Learning
- Script codes
- Script slides
Problem Set 3 \(\Rightarrow\) Practice Exam

Machine Learning for Economics and Finance - with R `[83%]` `[10/12]`

Figure 2: Machine Learning courseplan with R.

Intro to R
- r-intro.Rmd
Practice R exercises
- r-exercises.Rmd
- r-exercises_solution.Rmd
00 Introduction
01 Supervised Learning: Regressions
- Script codes
- 01_Auto_data.Rmd
- 01_Auto_data_1_in_lecture.Rmd
- 01_Auto_data_1.Rmd
- 01_Auto_data_2_solution.Rmd
- 01_Auto_data_2.Rmd
02 Supervised Learning: Classification
- Script codes
- 02_Auto_data.Rmd
- 02_Default_data.Rmd (Tast 1)
- 02_Default_data_solution.Rmd (Tast 1)
03 Cross Validation
- Script codes
- 03_Auto_data_CV.Rmd
- 03_Auto_data_val_set.Rmd
- 03_Default_data.Rmd
Problem Set 1
- ProblemSet1.Rmd
- ProblemSet1_solution.Rmd
04 Subset Selection \(\&\) Shrinkage
- Script codes
- 04_ForwardSelection.Rmd
- 04_RidgeRegression_Task_Solution.Rmd
- 04_RidgeRegression.Rmd
05 Tree-Based Methods
- Script codes
- 05_Trees_Carseats.Rmd
- 05_Trees_Hitters.Rmd
Problem Set 2
- ProblemSet2.Rmd
- ProblemSet2_solution.Rmd
06 Deep Learning
- Script codes
- ???
Problem Set 3 \(\Rightarrow\) Practice Exam
- ???

Created: 2025-05-29 Do 22:03