0 Index 1 - Similarity-based Methods 2 - Matrix Factorization Methods 3 - Autoencoders for Collaborative Filtering 4 - Deep Learning Methods for Personalization 5 - Evaluation of PML 6 - Temporal Dynamics and Popularity (Basics on EM Algorithm) 7 - Invariant Models 8 - New trends in PML