Genetic Algorithm, Neural Network and Fuzzy Logic used to be recognized as three important algorithms of artificial intelligence and each had its shining time, now it may be the time of Neural Network based machine learning. Fuzzy Logic has the features of interpretability and universal approximation, will it play an important role in the new AI craze? and how? Why there is few applications of fuzzy logic in decision-making of autonomous driving?