There was a problem with the fonts of the Collaborative Filtering presentation. I have replaced the PPT with a more readable one, yesterday. One of the students brought to my attention that I have put a bit different PPT (Pearson and Cosin distance functions) instead of what was presnted in class. Now I have corrected that and it should be aligned with what was given in class.
Best to all and good luck!