What is the role of random_state in Scikit-Learn?

random_state controls randomness for reproducibility.

Many Scikit-Learn operations involve randomness, such as data splitting, initialization of centroids, or bootstrap sampling. Setting random_state ensures deterministic behavior so results can be reproduced across runs.