Machine Learning by Andrew Ng [Coursera]
0806 Motivation I: Data Compression
0807 Motivation II: Data Visualization
0808 Principal Component Analysis problem formulation
0809 Principal Component Analysis algorithm
0810 Reconstruction from compressed representation
0811 Choosing the number of principal components
0812 Advice for applying PCA