Random number generators (RNGs) utilize various algorithms to create sequences that resemble randomness. Pseudo-random number generators, commonly used in digital applications, use algorithms like the Linear Congruential Generator and the Mersenne Twister, which rely on deterministic processes yet produce results that seem random over time.