CPSC 330: Applied Machine Learning at the University of British Columbia, as taught in Sep-Dec 2020. For course materials, see https://github.com/UBC-CS/cpsc330/tre...

0:00 supervised vs. unsupervised learning
1:45 clustering intro
7:10 classification vs. clustering
9:10 k-means clustering
18:25 k-means vs. KNN
20:30 Q&A
26:15 clustering the housing data
31:50 choosing k
38:45 silhouette plots
49:30 distance metrics
51:30 DBSCAN
1:02:50 hierarchical clustering