Episodic Memory in AI refers to a system component that enables the machine to store, organize, and retrieve sequences of specific events or experiences, similar to human memory. This allows AI to remember past interactions, improve decision-making, and adapt behaviors based on prior encounters, enhancing learning and contextual understanding in dynamic environments.