Mathematics
Why Eigenvectors and Eigenvalues Matter
Quick fact
Google's original PageRank algorithm used eigenvector computations to rank web pages by importance based on the link structure of the internet.
Why this is interesting
Imagine you have a rubber sheet that you can stretch and rotate. You might wonder: are there any directions where the sheet just stretches, without rotating? Those special directions hold the key to simplifying the whole transformation.