Digital forensics in terms of its importance and role with respect to cybersecurity crimes and AI.

Technology has played an important role in various aspects of life, in addition to its important role in societal development. However, the rapid development that we are witnessing has also led to the rapid development and multiplication of cybercrimes, and thus they have become a threat to both public and private security, but in different forms and mechanisms. Thus, cybercrime is no longer as tainted by ambiguity as it used to be. It has become more familiar to governments and people as well, but with some differences in terms of the form of the crime and the mechanism of its implementation, for example, crimes of defrauding money and people, hacking websites, preventing unauthorized access, and furthermore, the protocols used in terms of violations of the Internet of Things (IOT). Additionally, there are various mechanisms for it, whether through malicious software, botnet software, hidden networks, etc.