Machine Learning
Graduate taught, Pontificia Universidad Católica del Perú, 2022
The course covered the main supervised and unsupervised algorithms in Machine Learning; the programming language used was R.
Some of the algorithms taught include:
Supervised Learning
- Ridge and Lasso Regression
- Decision Trees, Bagging, Random Forests, Boosting, Stacking
Unsupervised Learning
- k-means
- Hierarchical clustering
- PCA