Entering the world of NLP can seem like navigating a complex labyrinth. Fortuitously, understanding its fundamental concepts, particularly an cornerstone known as Probabilistic Neural Networks (PNL), is achievable with a guidance. PNLs differentiate themselves as powerful tools in the realm of machine learning, enabling to analyze complex textual i