Principal component analysis

Gist

Generally uses Singular value decomposition because a lot of times matrixes aren't symmetric or square.

Mathematics

Reference

1. Stackoverflow: Making sense of principal component analysis [A really intuitive guide to PCA that I really enjoyed- how do you explain it to your grandmother?]