This research work aims to develop a novel framework that considers the extracted topics from previous work and then predicts the sentiments of the reviews and establishes a positive and negative class through clustering by using Possibilistic Fuzzy C Means (PFCM) Algorithm. The research work is further improved through an effective ML classifier known as Selective Memory Architecture based on Convolutional Neural Network (SMA-CNN) for multiclass classification. Moreover the considered classific