To bridge the gap between the two , there emerged a new concept called ‘The Neuro-Symbolic AI’, to define it precisely , It is a hybrid concept or approach that potentially aims at combining the strengths of Neural Networks and Symbolic Reasoning in order to develop more sophisticated and powerful AI systems capable of making desirable interpretations.