Understanding Dimensionality Reduction- Principal Component Analysis And Singular Value Decomposition

Interesting blog from +Manu Jeevan Prakash about principal component analysis (PCA) and singluar value decomposition (SVD).

I like this tutorial on how to calculate SVC here from MIT and if you want to understand Eigenvalues there the wikipedia page is a good as source of information.