Machine learning (ML)-based network intrusion detection systems (NIDSs) depend entirely on the performance of machine models. Therefore, many studies have been conducted to improve ML Nevertheless, relatively few focused feature set, which significantly affects In addition, features are generated by analyzing data collected after session ends, requires a significant amount memory and long proce...