Question - What if instead of finding the best split, we randomly select a few splits and just select the best from them. Will it work?
Answer -
The decision tree is based on a greedy approach. It selects the best option for each branching. If we randomly select the best split from average splits, it would give us a locally best solution and not the best solution producing sub-par and sub-optimal results.