PCA: theory and practice

What are the aims of principal component analysis? On which kinds of datasets? How to use variables to better describe the results? What aids to interpretation? How to describe the PCA dimensions? 00:00 Data - examples 10:46 Studying the individuals 31:04 Sudying the variables 41:58 Help to interpret