notebook.community
Edit and run
Additional Reading
Hierarchical clustering
Hierarchical clustering wikipedia
fastcluster paper
Recent paper that reimplements several clustering methods, much faster than before
Matrix decomposition
Presentation on PCA
Presentation with nice examples
PCA vs ICA
Explains math behind PCA and ICA and compares on faces dataset
Manifold learning
MDS Wikipedia
t-SNE paper
Really excellent paper that explains not only t-SNE but other embedding algorithms as well, using the digits, faces, and other datasets.