Dissertation presented as the partial requirement for obtaining a Master's degree in Information Management, specialization in Business Intelligence; This research explores how Artificial Intelligence models can predict malicious network traffic. This is relevant with the increasing number of cyberattacks, considering Artificial Intelligence technology has the ability to protect against them. To do so, it is im...