Module 43 Machine Learning Tasks
43.1 Association Rules Mining
Associations in the dataset? (Must categori-fy first)
43.2 Clustering
Natural groups of songs? Natural groups of artists? Model validation?
43.2.1 k-Means
43.2.2 Mixed-Type Clustering
43.2.3 Hierarchical Clustering
43.2.4 Specctral Clustering
43.2.5 Expectation-Maximization Clustering
43.2.6 Clustering Ensembles
43.3 Classification
Is a song a hit or not? What factors come into play? Demonstrate overfitting, model validation, etc.