Classification and Regression Trees
High-Dimensional Data Analysis and Machine Learning
Introduction
Principal Components Analysis
Lecture notes
Worksheet
Slides
Case Study in
python
: World Bank Development Indicators
Case Study in
R
: Old French administrative regions
Linear Discriminant Analysis
Lecture notes
Worksheet
Slides
Case Study in
R
: Recruitment agency
Classification and Regression Trees
Lecture notes
Worksheet
Slides
Case Study in
python
: Recruitment agency
Case Study in
R
: Recruitment agency
Bootstrap
Lecture notes
Worksheet
Bagging
Lecture notes
Worksheet
Random forests
Lecture notes
Worksheet
Projects
Classification and Regression Trees
Author
Affiliation
Camille Mondon
Toulouse School of Economics
Lecture notes
From a course by
Anne M. Ruiz
.
13 min
January 19, 2026
Case Study in
R
: Recruitment agency
6 min
January 19, 2026
Case Study in
python
: Recruitment agency
2 min
January 19, 2026
Worksheet
1 min
January 19, 2026
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Case Study in
R
: Recruitment agency
Lecture notes
