This is the sixth edition in a series of AERFAI Summer Schools devoted to a wide range of topics in the fields of Pattern Recognition and Machine Learning. The focus of this year's Summer School is to provide the students the most relevant techniques to analyze and understand the information conveyed in human audiovisual communication.