I. Introduction
One of the resources that is used the most is the Internet. People are carrying out digitized transactions as a result of the huge increase in internet usage. Every year, the number of people who use the internet rises by 4 to 6 percent. It has been observed that the growth is much higher in developing nations like India. A huge amount of data is being generated online as a result of high levels of computer and internet technology adoption [1]. These innovations have likewise become irreplaceable parts of human existence, to such an extent that finding an individual without online presence is hard. Personal information has also been shared or maintained online as a result of an increase in online presence. They are susceptible to attacks or intrusions, despite the fact that this provides a great deal of convenience in terms of access. Such interruptions could prompt immense misfortunes concerning cash, and furthermore with regards to arrival of private data to accidental clients [2], [3]. More people are now entering the digital realm thanks to the use of mobile devices. The expansion in the quantity of pages that are served and improved for versatile based gadgets has likewise expanded. Numerous users have chosen mobile-based commerce applications due to the widespread use of mobile devices. Cybercrimes have increased significantly as a result of the widespread use of the Internet and mobile devices, as well as the rise in e-commerce transactions conducted over networks. Cybercrime has cost 1,418 million dollars around the world. This demonstrates the growing significance of intrusion detection models in enhancing online user security. In addition, it demonstrates the inefficiency of the existing intrusion detection systems and mandates the use of superior intrusion detection systems.