What is the role of Law of Large Numbers in Random Forest?

It ensures that averaging many trees stabilizes predictions toward expected value.

Each decision tree is a noisy estimator. As number of trees increases, the ensemble prediction converges to the expected prediction due to the Law of Large Numbers, reducing randomness impact.