In quantum computing, qubits are used instead of classical bits. The uncertainty principle plays a crucial role in the behavior of qubits, which can exist in multiple states simultaneously due to quantum superposition. This principle also affects quantum entanglement, where the state of one particle is directly related to the state of another, no matter the distance between them. These quantum phenomena are harnessed to perform complex computations much faster than classical computers.