
The cyber world is experiencing a paradigm shift in which predictive cybersecurity is rapidly becoming pivotal in combatting digital threats. Traditional cybersecurity methods have been predominantly reactive, often stepping in only after a breach has occurred. However, the increasing sophistication and frequency of cyber threats demand a departure from this reactive stance to a more proactive and predictive model. This