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.