Added Documentation regarding issue #1878

Added 'pca_notebook.ipynb' named python notebook in
doc/ipython-notebooks/pca
Implemented PCA on toy data for 2d to 1d and 3d to 2d projection.
Implemented Eigenfaces for data compression and face recognition
using att_face dataset.