The article presents a new and improved way to make decision trees more efficient. By considering the information gain of attributes at different levels of the tree, the modified ID3 algorithm outperforms the traditional ID3 algorithm when learning logic expressions. This optimized approach maintains the same level of complexity as the original algorithm but yields better results.