Flip-flops are digital logic circuits that can maintain one of two states and change states based on input triggers, playing a crucial role in memory chips and microprocessors by storing one bit of data. Various types of flip-flops, including set-reset, d, j-k, and master-slave, provide different functionalities and behaviors based on their configuration. Each type has specific input and output signals, affecting how they operate within digital circuitry.