According to DeepLearning.AI, decision trees have evolved from basic Aristotelian logic to become crucial in AI models, including applications in cryptocurrency trading algorithms. This algorithm's ability to handle large datasets and provide clear decision-making processes makes it valuable for traders in predicting market movements and optimizing trading strategies.