Data Mining

This repository contains homeworks for the course Statistical Methods in Data Mining and Prediction at University of Notre Dame.

• Homework 1
• Homework 2 (PCA, kernel PCA)
• Homework 3 (MDS, Isomap, tSNE, k-NN, LDA)
• Homework 4 (LDA, naive Bayes, SVM)
• Homework 5 (tree, bagging, random forest, k-means clustering, hierarchical clustering)