Chaos refers to seemingly random and unpredictable dynamics of a system that evolves in time. Certain chaotic systems exhibit an additional level of complexity: intermittent extreme events that are noticeably distinct from the usual chaotic dynamics.  These extreme events include ocean rogue waves, extreme weather patterns, and epileptic seizure.  I will discuss several examples of these extreme events, known mechanisms that cause them, and recent advances towards their prediction.