Randomized rounding is a technique used in approximation algorithms to convert fractional solutions of linear programs into integer solutions, maintaining a good approximation ratio. It involves making probabilistic decisions based on the values of the fractional solution, ensuring that the expected value of the rounded solution closely matches the original fractional solution.