The article examines into FREE-GTSCN2, the novel neural network model . The system represents the Generative Temporal Sequence Convolutional Network (GTSCN) approach , significantly improving its proficiency to analyze intricate data. In particular , FREE-GTSCN2 focuses on addressing limitations identified in prior versions, yielding superior perfo