SEC595: Applied Data Science and AI/Machine Learning for Cybersecurity Professionals

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Contact UsBusiness environments consist of invisible or ill-defined risk factors which create challenges with prioritization for business owners, systems owners, and IT/Security teams in their goal to improve their security position. The security of the environment relies upon the appropriate people understanding and addressing the risks. However, they typically do not have the relevant understanding, and therefore, the capability to act, due to the complexities of the defense-in-depth strategies. Security professionals have a good understanding of the relationships between the various controls and have numerous tools to consolidate logs and network traffic. However, while many of these tools are "best-of-breed" and operate within their information silos, they lack native methods to populate external systems to aggregate the findings in a risk-based approach which business stakeholders require to make decisions. By designing a framework to collect and measure different aspects of security, this research explores how to remove the operational fog that obscures our vision of our environments. With layers of fog removed, the improved clarity allows us to make quantitative assessments of our security by examining how security controls relate to one another.