Q.How and why entropy produce Slightly more balanced trees ?

Q.If entropy produce Slightly more balanced trees then why it take large time than gini ?

**Entropy is more computationally heavy due to the log in the equation.** Like Gini, the basic idea is to gauge the disorder of a grouping by the target variable. Instead of utilizing simple probabilities, this method takes the log base2 of the probabilities (you can use any log base, however, as long as youâ€™re consistent).

*The entropy equation uses logarithms because of many advantageous properties.* **The Main advantage is the additive property it provides.**

I hope it answers both your questions.

Regards.

Crisp & Precise explanationâ€¦!!!