In this talk, the main goal is to present a general overview of automatic speaker and face recognition systems. Basic notions and definitions, prerequisites, state of the art and ongoing challenges for research community. More importantly advanced applications with different TRL levels will be presented covering both the first and second-generation face analysis systems.